{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/enzoampil/fastquant/blob/master/examples/prediction_with_prophet.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment to install in colab\n",
    "# !pip install -e git+https://github.com/enzoampil/fastquant.git@master#egg=fastquant"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fbprophet\n",
    "* https://facebook.github.io/prophet/docs/quick_start.html\n",
    "* https://nbviewer.jupyter.org/github/nicolasfauchereau/Auckland_Cycling/blob/master/notebooks/Auckland_cycling_and_weather.ipynb"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "!pip install fbprophet"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "import fbprophet\n",
    "fbprophet.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "symbol=\"JFC\"\n",
    "start_date=\"2018-01-01\" \n",
    "end_date=\"2020-04-01\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1834</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>255.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1835</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>255.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds      y\n",
       "1834 2018-01-03  255.4\n",
       "1835 2018-01-04  255.0\n",
       "1836 2018-01-05  255.0\n",
       "1837 2018-01-08  256.0\n",
       "1838 2018-01-09  255.8"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fastquant import get_stock_data\n",
    "\n",
    "data = get_stock_data(symbol=symbol,\n",
    "                    start_date=start_date,\n",
    "                    end_date=end_date,\n",
    "                    source=\"phisix\",\n",
    "                    format=\"dc\",\n",
    "                   )\n",
    "data.columns = \"ds y\".split()\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pulling JFC disclosures summary...\n",
      "2 pages detected!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/59 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 59 disclosures between 01-01-2018 & 01-04-2020 with 14 types:\n",
      "['Press Release' 'Joint Ventures' 'Declaration of Cash Dividends'\n",
      " 'Change in Corporate Contact Details and/or Website'\n",
      " 'Material Information/Transactions' 'Substantial Acquisitions'\n",
      " 'Clarification of News Reports'\n",
      " \"Results of Annual or Special Stockholders' Meeting\"\n",
      " 'Results of Organizational Meeting of Board of Directors'\n",
      " \"Notice of Annual or Special Stockholders' Meeting\"\n",
      " 'Acquisition or Disposition of Shares of Another Corporation'\n",
      " 'Change in Directors and/or Officers (Resignation, Removal or Appointment, Election and/or Promotion)'\n",
      " 'Amendments to By-Laws' 'Amendments to Articles of Incorporation']\n",
      "Pulling details in all JFC disclosures...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 59/59 [01:25<00:00,  1.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded: /home/jp/github/research/project/fastquant/fastquant/../data/JFC_disclosures_1-1-2020_4-1-2020.csv\n",
      "Deleted: /home/jp/github/research/project/fastquant/fastquant/../data/JFC_disclosures_1-1-2020_4-1-2020.csv\n",
      "Saved: /home/jp/github/research/project/fastquant/fastquant/../data/JFC_disclosures_01-01-2018_01-04-2020.csv\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from fastquant import DisclosuresPSE\n",
    "\n",
    "psed = DisclosuresPSE(symbol=symbol,\n",
    "                             start_date=\"01-01-2018\",\n",
    "                             end_date=\"01-04-2020\",\n",
    "                            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DisclosuresPSE('JFC', 'all', '01-01-2018', '01-04-2020', True, True)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "psed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Importing plotly failed. Interactive plots will not work.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x7fa64835d310>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fbprophet import Prophet\n",
    "\n",
    "m = Prophet(growth=\"linear\",\n",
    "            seasonality_mode='additive',\n",
    "            daily_seasonality=False,\n",
    "            weekly_seasonality=True,\n",
    "            yearly_seasonality=True,\n",
    "            interval_width=0.95, #uncertainty\n",
    "            holidays=None,\n",
    "            n_changepoints=20,\n",
    "           ) \n",
    "m.add_country_holidays(country_name='PH')\n",
    "# m.add_seasonality(name='monthly', period=30.5, fourier_order=5)\n",
    "m.fit(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                    New Year's Day\n",
       "1                   Maundy Thursday\n",
       "2                       Good Friday\n",
       "3                      Day of Valor\n",
       "4                         Labor Day\n",
       "5                  Independence Day\n",
       "6                       Eid al-Fitr\n",
       "7            Feast of the Sacrifice\n",
       "8              National Heroes' Day\n",
       "9                     Bonifacio Day\n",
       "10                    Christmas Day\n",
       "11                        Rizal Day\n",
       "12    Day of Valor, Maundy Thursday\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.train_holiday_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>2020-04-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>2020-04-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>2020-04-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>2020-04-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>2020-04-29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds\n",
       "570 2020-04-25\n",
       "571 2020-04-26\n",
       "572 2020-04-27\n",
       "573 2020-04-28\n",
       "574 2020-04-29"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future = m.make_future_dataframe(periods=28)\n",
    "future.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>2020-04-25</td>\n",
       "      <td>103.177183</td>\n",
       "      <td>83.587591</td>\n",
       "      <td>121.723567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>101.433078</td>\n",
       "      <td>82.308303</td>\n",
       "      <td>120.851018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>2020-04-27</td>\n",
       "      <td>88.637509</td>\n",
       "      <td>70.148413</td>\n",
       "      <td>108.970685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>2020-04-28</td>\n",
       "      <td>86.705508</td>\n",
       "      <td>67.810857</td>\n",
       "      <td>104.951139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>2020-04-29</td>\n",
       "      <td>84.994734</td>\n",
       "      <td>66.316919</td>\n",
       "      <td>105.360896</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ds        yhat  yhat_lower  yhat_upper\n",
       "570 2020-04-25  103.177183   83.587591  121.723567\n",
       "571 2020-04-26  101.433078   82.308303  120.851018\n",
       "572 2020-04-27   88.637509   70.148413  108.970685\n",
       "573 2020-04-28   86.705508   67.810857  104.951139\n",
       "574 2020-04-29   84.994734   66.316919  105.360896"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast = m.predict(future)\n",
    "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = m.plot(forecast, uncertainty=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(737456.0, 737545.0)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from fastquant import datestring_to_datetime\n",
    "\n",
    "fig1 = m.plot(forecast)\n",
    "#zoom\n",
    "fig1.axes[0].set_xlim(datestring_to_datetime(\"2020-02-01\"),\n",
    "                      datestring_to_datetime(\"2020-04-30\")\n",
    "                     )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WNSgF4jJLsO9qPvZfzUdWacsLi96vl9xC9WxXTrsSkT6TSCQY5mmLYZ62+CDUB0evFSLmigJHrxWiroXHZlTUKbE9Phfb43PR084Cswe7YM5gV/RvYeFtIl1jwCOV2gYlfsgoxr6r+ThwtaBNz3g1kQAhXnJM83PCxH6O8HHktCsRGR5zqQmm+Tlhmp8TCirrsDMxFzHxCly6U97i/rdLa7Am9hesif0Fwz1tMWewK2YGOMOB/6klPcGA181V1Dbg+I0i7L+aj8NpBQ99sDcAmJlIMM7HAdP8e+CpAT24hhQRGZUeVmZ46VFPvPSoJ67mVeDr+Fx8Ha/AnbKWZzJ+zirDz1llePfoDUzq3wNzg1wxsZ8DVwIgnWLA64aKq+tx9FoB9qUU4H/XC1FV33zpgPtZmZlgQj9HhPk5IbS/I+R8visRdQN+ztZYPt4bfxnXB6dvFiP6igL7r+ajsoUlV2obBPZdvXutcg8rMzwd4Iy5g10R5G7DmQ3qcvwp3U3kVdTiYGoB9qXk4/uM4havL7mfnYUUU3x7IMzPCU/2dYCVGe8eI6LuSWoiwVgfB4z1cUBZTT32puRje7wCp2+WtLh/QWUdNvx0Bxt+uoOBLlb423gfTOzv2MVVU3fGgGfEbpdUY//VAuy7mo+4zBK0IdPB2doMU++Fuse97WHOKQYiIjW2FqZ4dogbnh3ihszianwdr8D2+NxWVxhIzq3E7O2J+GTaAEQOdeviaqm7YsAzMjcKqrDvaj72puTj4p2Wn8d4v552Fpjm74Tpfk4Y2csOUhNOJRARtYWXvSXeHNMbf3rcC+dvl2F7vAI7k/JQUq2+5IpSAK/uS0NZTT1eHtVTR9VSd8KAZ+CEEEhUVKiWM0nOrWzT6/r1kGG6nxPC/J0whNeHEBF1iEQiwaO97PBoLzusnNQXR9IKEBN/d8mVprMn7x5NR3ltA9583Ivfd6lTMeAZIKUQuJBVpnqaREZRdZteF+hmjTA/J4T5OcHP2YrfXIiIOoGlqQnCBzojfKAzDqTm43c7UlDb5DGOK0/dQllNA96b4M3vw9RpGPAMRL1S4OytXxcezm7ldv37jexph2n+Tgjz64E+Dnx6BBFRV5rq64Rv5gYg4usktTtv18XdRnltA1ZP6cfLYqhTMODpsZp6JU7dKsfpc8U4mFrQ4mN07ieVAI/1sUeYnxOm+vWAu61FF1RKREStGevjgN3zAvFMdKLaWqMbL2SjvKYe68N9uWYeaR0Dnp4pr23A8euF2JuSj6PXClFW+/CFh82ldxceDvN3wlMDesDRiiupExHpk5G95Nj3XBB++1UCCpo8JejbxDyU1yqx8Wl/HVZHxogBTw8UV9XhUFoh9l3Nx4kbRahuw8LD1mYmCO3fA2H+PTChnyPsLPilJCLSZ0HuNjg0PwgztsarPRXjUFoBZsck4uNxzjqsjowNU4GOKMprcTA1H/tSCvDDzWLUt2GROntLU9XCw+N87CHjwsNERAZlgJMVDs4PwoxtCbjZ5Aa57zOK8UJlNXZHOcOeTwoiLeC/oi6UWVx99yaJlHz8+Esp2rDuMJxkUkwf6ILp/k4Y3VvO6zSIiAxcHwcZDs0Pwm+2JeBq3q9LW11SVCNsyxXsejYQznzGN3UQA14nS8uvVC1ncjm7vE2v8bK3UC1n4mVWBQ93rnxORGRM3G0tcCAqCDO/SlD72ZCQU4GnNl3BnsjB8LTjTXKkOQa8TpKkqMDzO1OQmt+2hYd9nawQ5tcDYf7OGOxmrVobSaFo2xp3RERkWHpYmeG7yMGYE5OIuF9KVePXCqoweeNl7I0cDG9HLm9FmmHA6yS97C2QUdTycwkbBbnbYLqfE6b5OcHX2aqLKiMiIn0htzTFznmBmPd1Mk6kF6nGfympwZRNV7B7XiD8Xax1WCEZKga8TmJnYYrRveU4mV6sGpMAGNXr7sLD0/yc0NveUncFEhGRXrAykyJmziBExlzG0Yxfp2tzymsxdfPda/KGeNjqsEIyRAx4nWjGQGecvlmCx/vIMd3fCU/5OsHVhhfOEhGROgtTE3w8wQN/P1eM7fG5qvHCqnqEbYnH13MDENJbrsMKydAw4HWipwPu3v3qIOPCw0RE9GCmJhKsD/eFrYUpvjx/RzVeVtuAmV8lYOusgZjQz1GHFZIh4ZobncjaXMpwR0REbWYikWDV5L5YMrqX2nhVvRJztyfhu5Q8HVVGhoYBj4iISI9IJBIsH++NZU/2URuvUwr8bkcKYq4odFMYGRQGPCIiIj30+mNe+GhKP7UxpQD++F2q2hQuUUsY8IiIiPTUiyM8sD58AEwk6uNvHrqOf8Vm6qYoMggMeERERHosIsgNG5/2h9l9Ke+9Ezfxt+MZEKItD76k7oYBj4iISM+F+zsjZs4gyEzVf2x/fOYXLD18A0qGPLoPAx4REZEBmNDPETufDYStuVRt/Mvzd/Dyd6moVzLk0a8Y8IiIiAxESG859j43GI4y9WVst8fn4nc7UlBTr9RRZaRv2rzQ8ZYtWzT6BM8995xGryMiIqLmhnrY4kBUEGZsS4CivFY1vu9qPiK+TsLWWQNhZSZ9wDtQd9DmgDd//vxmYxLJ3Qs+77/As3EcYMAjIiLSNn8XaxyaH4TwrfH4paRGNX78RhFmfpWA7XMCILfkw6q6szZ/9TMyMtQ+Li4uRlRUFBwdHbFw4UIMGDAAAJCamopPP/0UxcXF2Lx5s3arJSIiIgCAj6MMh383BDO2xuNaQZVqPC6zFOFb47Hz2UD0sOLTlLqrNl+D17t3b7Vfa9euhaurK44fP46ZM2ciMDAQgYGBePrpp3HixAk4Ozvj448/7szaiYiIujVPOwscnB+EQDdrtfHL2eWYuvkKsstqWnklGTuNb7LYs2cPwsPD1aZjG0kkEsyYMQPfffddh4ojIiKiB3O2Nse+54LwaE87tfGreZWYsukKbhVX66gy0iWNA54QAikpKa1uT0pK4uKLREREXcDe0hS75gXiCW97tfGbRdWYsvEy0vIrdVQZ6YrGAW/GjBn4/PPPsWbNGlRUVKjGKyoqsHr1anzxxRcIDw/XSpFERET0YDbmUnw9NwBTBvRQG79TVounNl3BlexyHVVGuqBxwPvkk08QEhKCN998E/b29ujVqxd69eoFe3t7LF26FKNGjcLatWu1WSsRERE9gKWpCbY8449nApzVxvMr6xC25QrO/VKio8qoq2kc8ORyOb7//nvs3r0bL7zwAgICAhAQEIAXXngBe/bswQ8//AB7e/uHvxGADz/8ECNGjICdnR2cnZ0RFhaGxMREtX2EEFixYgU8PDwgk8kwduxYJCUlqe1TVFSEyMhIyOVyyOVyREZGori4WNMWiYiIDI6Z1ASfz/DD/GFuauOlNQ34zbYEnEov0lFl1JU6vEhOeHh4h6diT506hZdffhkjRoyAEALLli3DhAkTkJycDEdHRwDAqlWrsGbNGmzatAm+vr547733MHHiRKSmpsLW1hYAEBERgczMTBw+fBgA8Pvf/x6RkZHYt29fx5okIiIyIFITCT6e2h825qb494+3VeOVdUrMiknExqf9MdXXSYcVUmfTi1UQjxw5ovbx1q1bIZfLcebMGYSFhUEIgbVr1+Ltt9/GzJkzAQCbN2+Gi4sLoqOjsWDBAqSkpODw4cOIjY1FcHAwAGDDhg14/PHHkZqaCl9f3y7vi4iISFckEgn+PtEbdpZSrDx1SzVe2yDw3DfJ+HyGH54JdNFhhdSZOnQX7YYNG/Doo4/CyckJUqm02S9TU83yY1lZGZRKJRwcHADcXWQ5JycHoaGhqn1kMhnGjBmDs2fPAgDi4uJgY2ODkJAQ1T6jR4+GtbW1ah8iIqLuRCKRYOmY3lgZ6qM23iCAl3ZfxaYL2TqqjDqbxmfwli5din/9618YMmQI5s2bpwpj2rBo0SIMGTJEdSYuJycHAODq6qq2n6urK7KyslT7ODs7q63LJ5FI4OLionp9SxQKhdbq7gyFhYW6LkHrjLGnRuzN8BhjX8bYUyP2ppmZ3mZQPuGKv36vQOMCZgLA4gPXcKegGC8EOXba5zbWr1ln9nV/3tGExgFv8+bNmDlzJr755psOF9HU66+/jtjYWMTGxkIq7fyHJWvjL7GzGUKN7WWMPTVib4bHGPsyxp4asTfNvOLqCg8nB7y0OxX1yl/XqV31Yx6EmQzvju3d4sMLtMFYv2b63JfGU7RVVVWYMGGCNmvBkiVLEBMTgxMnTsDH59fTyW5ud+8Euv9sm0KhUG1zc3NDXl6e2uLKQgjk5uaq9iEiIurOfjvIBV/NGggLqXqQ++h0Jt49ms4HFBgRjQPe+PHjcf78ea0VsmjRIlW48/PzU9vm7e0NNzc3HDt2TDVWXV2N06dPq665Cw4ORnl5OeLi4lT7xMXFoaKiQu26PCIiou5s0oAe+DYiEDbm6rNkn53Lwmv7r6FByZBnDDQOeOvXr8e5c+fwwQcfdPg6toULF2Ljxo2Ijo6Gg4MDcnJykJOTg/Lyu6tuSyQSLF68GP/85z+xa9cuJCYmYv78+bCxsUFERAQAwN/fH5MnT8aCBQsQFxeHuLg4LFiwANOmTeMdtERERE2M8bbHnnmBsLdUv1Jr66Uc/H7XVdQ2KHVUGWmLxgGvb9++SEtLw7Jly+Dh4QFLS0tYWVmp/bK2tm7Te61fvx5lZWUYP3483N3dVb9Wr16t2mfp0qVYsmQJFi5ciOHDhyM7OxtHjx5VrYEHANHR0QgKCsKkSZMwadIkBAUFYevWrZq2SEREZLSG97TD/qjBcLY2UxvfnZyHyG+SUVXXoKPKSBs0vsli9uzZWrsYsy1z/hKJBCtWrMCKFSta3cfBwQHbtm3TSk1ERETGLsDVBofmB2HG1gTcLq1RjR+5VohnohMRM2cQbC30YslcaieNv2qbNm3SYhlERESkC/16WOHQ74IQvjUe6YXVqvHYWyWYsTUBO54NgIPM7AHvQPpI4ylaIiIiMg695JY4NH8IBrqoX1p14U4Zpm6Oh6K8VkeVkaY6FPDS0tIwb948eHp6wtzcHCdOnAAA5Ofn4/nnn8e5c+e0UiQRERF1LlcbcxyIGoxHPGzVxpNzK/DUpiv4paS6lVeSPtI44F25cgUjRozAsWPHEBwcjIaGXy/GdHJyQmJiIj777DOtFElERESdz0Fmhj2RgRjdW642fqOwClM2XsGNgiodVUbtpXHAe/vtt+Hu7o60tDR8/vnnzW6UmDx5Ms6cOdPhAomIiKjr2FqYYkdEAEL7qT++7HZpDaZsuoxERbmOKqP20DjgxcbG4qWXXoJcLm/xblovLy/cuXOnQ8URERFR15OZSbFt9kDMGOikNp5bUYdpm+Px8+1SHVVGbdWha/AsLCxa3aZQKGBpadmRtyciIiIdMZea4D+/9ce8IerPWy2urseMbQk4fbNYR5VRW2gc8B555BHs37+/xW11dXWIiYnBqFGjNC6MiIiIdEtqIsH/CxuABY96qI2X1zbgmehEHL1WqKPK6GE0Dnjvvvsujh49ihdffBFXrlwBANy5cweHDx/G+PHjkZaWhnfffVdrhRIREVHXM5FI8I9JffHm415q49X1SkR8nYTdSXk6qoweROOFjkNDQ7F161a8+uqr+O9//wsAiIqKghAC9vb22LZtG0aPHq21QomIiEg3JBIJ/jyuD2wtpFj2vwzVeL1S4IVdKSivbUDkUDfdFUjNdOj5IxEREZgxYwaOHTuGtLQ0KJVK9O3bF5MmTVJ7RiwREREZvtdCesHWQorXD1xH49oZSgG8ui8NZTX1eHlUT53WR7/SKOBVVVXho48+wqhRoxAaGorw8HBt10VERER66HePeMDaXIo/7klFQ5MV0t49mo7y2ga8+biX1p5VT5rT6Bo8mUyGDz/8EJmZmdquh4iIiPTcrEBXbJk1EOZS9SC38tQtLPtfRrO1canraXyTRVBQEK5fv67NWoiIiMhATPV1wjdzA2Blph4l1sXdxusHr6NByZCnSxoHvJUrV+LLL7/EgQMHtFkPERERGYixPg7YPS8QdhZStfGNF7Lxhz1XUdeg1FFlpPFNFqtXr4ajoyOmT5+Onj17wsfHBzKZTG0fiUTCAEhEREhYnO8AACAASURBVGTERvaSY99zQfjtVwkoqKxTjX+bmIeKOiX+8ZjjA15NnUXjgJecnAyJRAIvr7vr4ty8ebPZPrzIkoiIyPgFudvgYFQQfrMtHnfKalXjB1MLUFxehW8jXWBtLn3AO5C2aRzwNm/eDH9/f7i4uLS4PS8vDykpKRoXRkRERIbD19kKB+cHYca2BNwsqlaNn82qxG+3JeDriADYW3ZodTZqB42vwXvyySdx/PjxVrefOHEC48aN0/TtiYiIyMD0cZDh0Pwg+DlbqY2fu12KsC1XkFdR28orSds0DnhCiAfeBl1bWwsTE43fnoiIiAyQu60FDkQFIcjdRm08IacCUzdfQVZpjY4q617ada60tLQUxcXFqo8LCgpaXAuvqKgI0dHR8PT07HiFREREZFB6WJlhb+RgzIlJRNwvparxtPwqTNl0Gd/NGwxvR9kD3oE6ql2n2D7++GN4e3vD29sbEokEixcvVn3c9NewYcNw5MgRvPzyy51VNxEREekxuaUpds4LxGM91adrM4trMGXTFaTkVuiosu6hXWfwQkNDYWNjAyEEli5dirlz52LYsGFq+0gkElhbW2P48OF45JFHtFosERERGQ4rMyk+m+yJd2OLsO9qvmo8p7wWUzdfwa5nAzHEg8+u7wztCnjBwcEIDg4GAFRUVGDmzJkICAjolMKIiIjI8JlLTbDxaX8s3JuKr+NzVeOFVfUI2xKPr+cGIKS3XIcVGieN74JYvnw5wx0RERE9lKmJBJ+F++L3w93VxstqGzDzqwQcv16oo8qMF29zJSIiok5nIpHgoyn9sGR0L7Xxqnol5mxPwt6U/FZeSZpgwCMiIqIuIZFIsHy8N5Y92UdtvE4pMH9HMmKuKHRTmBFiwCMiIqIu9fpjXlg1ua/amFIAf/wuFf93/o6OqjIuDHhERETU5V561BPrwwfA5L7H1v/p0HV8HNt8jV1qHwY8IiIi0omIIDdsfNofZvelvL+duIn3jmc88IlZ9GAMeERERKQz4f7OiJkzCDJT9UjyrzO/YOnhG1Ay5GmEAY+IiIh0akI/R+x8NhC25lK18S/P38HL36WiXsmQ114MeERERKRzIb3l2PvcYDjI1J/BsD0+F7/bkYKaeqWOKjNMDHhERESkF4Z62OJAVBBcbczVxvddzUfE10morGvQUWWGhwGPiIiI9MZAF2scmh+EXnILtfHjN4ow86sElFTX66gyw8KAR0RERHrFx1GGw78bgv49ZGrjcZmlCN8aj4LKOh1VZjgY8IiIiEjveNpZ4OD8IAS4WquNX84ux9TNV5BTVqOjygwDAx4RERHpJWdrc+x/bjAe7WmnNn41rxJTNl3BreJqHVWm/xjwiIiISG/Zy8ywa14gnvC2VxvPKKrGlI2XkZZfqaPK9BsDHhEREek1G3Mpvp4bgCkDeqiN3ymrxVObruBKdrmOKtNfDHhERESk9yxNTbDlGX88HeCsNp5fWYewLVfw0y+lOqpMPzHgERERkUEwk5pgwww/RA1zUxsvrWnAb7bF4/v0Ih1Vpn8Y8IiIiMhgSE0kWDu1P14Z1VNtvKJOiWdiEnEwtUBHlekXBjwiIiIyKBKJBH+f6I13x/ZWG69tEIj8JgnfJuTqqDL9wYBHREREBkcikWDpmN5YGeqjNt4ggJd2X8WmC9k6qkw/MOARERGRwXp5VE/8v2n9IWkyJgAsPnAN6+Ju66osnWPAIyIiIoP23DB3/GemH0xNJGrjfz2WjpWnbkIIoaPKdIcBj4iIiAzebwe54KtZA2EhVQ95q37IxLtH07tdyNObgPfDDz9g+vTp8PT0hEQiwaZNm9S2CyGwYsUKeHh4QCaTYezYsUhKSlLbp6ioCJGRkZDL5ZDL5YiMjERxcXEXdkFERES6MmlAD3wbEQgbc6na+GfnsvDa/mtoUHafkKc3Aa+8vBwBAQH45JNPIJPJmm1ftWoV1qxZg3Xr1uH8+fNwcXHBxIkTUVZWptonIiICFy9exOHDh3H48GFcvHgRkZGRXdkGERER6dAYb3vsmRcIuaWp2vjWSzl4cfdV1DYodVRZ19KbgPfUU09h5cqVePrpp2Fiol6WEAJr167F22+/jZkzZyIgIACbN29GWVkZoqOjAQApKSk4fPgwvvjiCwQHByM4OBgbNmzA/v37kZqaqouWiIiISAeG97TDgajBcLY2UxvflZSHyG+SUVXXoKPKuo7eBLwHycjIQE5ODkJDQ1VjMpkMY8aMwdmzZwEAcXFxsLGxQUhIiGqf0aNHw9raWrUPERERdQ8BrjY4ND8IPe0s1MaPXCvEM9GJKKup11FlXcMgAl5OTg4AwNXVVW3c1dVVtS0nJwfOzs6QSH69uFIikcDFxUW1DxEREXUf/XpY4dDvguDjaKk2HnurBDO2JqCoqk5HlXU+04fvYtwUCoWuS3igwsJCXZegdcbYUyP2ZniMsS9j7KkRezM8uu7LHMCWqZ54/sAvSCusVY1fuFOGSf+5gI1Te8HJqv1xqDP7uv+EliYMIuC5ud19qLBCoYCXl5dqXKFQqLa5ubkhLy8PQgjVWTwhBHJzc1X7tEQbf4mdzRBqbC9j7KkRezM8xtiXMfbUiL0ZHl335QrgyAsumPlVIi7e+fXmzLTCWjx34A72RAail9yy9Tdo7X31+OtlEFO03t7ecHNzw7Fjx1Rj1dXVOH36tOqau+DgYJSXlyMuLk61T1xcHCoqKtSuyyMiIqLux0Fmhu8iAzG6t1xt/EZhFaZsvIIbBVU6qqxz6E3AKy8vx+XLl3H58mUolUpkZmbi8uXLyMzMhEQiweLFi/HPf/4Tu3btQmJiIubPnw8bGxtEREQAAPz9/TF58mQsWLAAcXFxiIuLw4IFCzBt2jT4+vrquDsiIiLSNVsLU+yICEBoP0e18dulNZiy6TISFeU6qkz79Cbg/fzzzxg6dCiGDh2KqqoqLF++HEOHDsWyZcsAAEuXLsWSJUuwcOFCDB8+HNnZ2Th69ChsbW1V7xEdHY2goCBMmjQJkyZNQlBQELZu3aqrloiIiEjPyMyk2DZ7IGYMdFIbz62ow7TN8biQVaqjyrRLIrrbszsAlJSU6LqENlMoFHo9x68JY+ypEXszPMbYlzH21Ii9GR597atBKfDa/jR8dVn9Zksbcyli5gzC433sH/j6rupLLpc/fKcW6M0ZPCIiIqKuIjWRYF3YACx41ENtvLy2Ac9EJ+LoNcO+q5kBj4iIiLolE4kE/5jUF28+7qU2Xl2vRMTXSdidlKejyjqOAY+IiIi6LYlEgj+P64P3JnirjdcrBV7YlYKtlwzzYQkMeERERNTtvRbSC/96qh8kTcaUAnh1Xxo+O5els7o0xYBHREREBOD54R7Y8BtfSCXq4+8cuYGPfrgFQ7ovlQGPiIiI6J5Zga7YMmsgzO9LeR+cuoW//i/dYEIeAx4RERFRE1N9nfDN3ABYmanHpH/HZWHR/jQoDSDkMeARERER3WesjwN2zwuEnYVUbXzLJQWe35mi9yGPAY+IiIioBSN7ybHvuSA4ykzVxj3tLGAikbTyKv3AgEdERETUiiB3GxyaPwSuNmYAgFmBLnhxhLuOq3o404fvQkRERNR9+Tpb4cjvhmD9j1kIH9gDEj0/ewfwDB4RERHRQ/VxkGHVlH6wtzSD/sc7nsEjIiIiarOBLtaoUwoU1ei6kgdjwCMiIiJqI4lE0myNPH3EKVoiIiIiI8OAR0RERGRkGPCIiIiIjAwDHhEREZGRkQhDeWquFpWUlOi6BCIiIqKHksvlGr2OZ/CIiIiIjAwDHhEREZGR6ZZTtERERETGjGfwiIiIiIwMA54GPvzwQ4wYMQJ2dnZwdnZGWFgYEhMT1fYRQmDFihXw8PCATCbD2LFjkZSUpLbPBx98gNGjR8Pa2rrVBxefP38eEyZMgL29Pezt7TF+/Hj89NNPD63x+++/xyOPPAJLS0v4+Pjg888/b7UHa2tr2Nvbw8bGxmD7WbFiBSQSidovNzc3o/haNTQ04K9//Su8vb1haWkJb29v/OUvf8EHH3yg171lZ2cjIiICfn5+kEqlmD9/frN9kpKS8PTTT8PHxwcSiQQrVqzo0q/Z8ePHERISAltbW7i5ueGtt95CfX39A/sC2nd8OTs7w9/fHwEBAQbdkz4cY53Vmz4cY5r0pukxBmjn59jNmzfxwgsvwMfHBzKZDD4+PnjnnXdQVVWl9j6ZmZkICwuDtbU1nJyc8Nprr6G2tvaBvQHAzp07MXDgQFhYWGDgwIHYvXu3altdXR3eeustDB48GNbW1nB3d0dQUBCCgoIMticAmD9/frPjbNSoUQ993xYJarfQ0FDx3//+VyQkJIj4+HgxY8YM4erqKgoKClT7/OMf/xA2NjZix44dIiEhQTzzzDPC3d1dlJaWqvb561//KlavXi3effdd0dKXoqysTDg6OorIyEiRkpIikpOTxbPPPivs7e3V3ud+6enpwsrKSrzyyisiOTlZfPHFF8LU1FTs2LGjxR5CQkLE0KFDRY8ePcTp06cNsp/ly5cLX19fkZ2drfqVm5trFF+rDz74QDg4OIi9e/eKjIwM8d133wl7e3vRt29fve4tIyNDvPrqq2Ljxo0iODhYREVFNdvnp59+Em+88Yb46quvhLe3t1i+fHmXfc0uX74szM3NxbJly8S1a9fEqVOnhJ+fn3jjjTda7UmI9h9f8fHxwsXFRdjZ2YnY2FiD7UnXx1hn9qbrY0zT3jQ9xoTQzs+xQ4cOiaioKHH48GFx48YNsX//fuHh4SFefPFF1XvU19eLgIAA8cQTT4gLFy6Io0ePCnd3d/HKK688sLezZ88KqVQq3n//fZGcnCzef/99IZVKxY8//iiEEKK4uFhMmDBBbN++XVy9elWcO3dO2NvbC3d3d3Hp0iWD7EkIIaKiosSECRPUjrOm9bcHA54WlJWVCRMTE7F3714hhBBKpVK4ubmJ999/X7VPZWWlsLGxEZ9//nmz13/77bctHvTnz58XAER6erpqLD09XQAQ58+fb7WepUuXin79+qmNvfDCC2LUqFFt6sEQ+1m+fLkYNGhQq+/RUp+G0tvUqVPFc889p7bPc889J6ZOnarXvTU1derUFn/4NDVo0CDVD5+u6Oudd94RQ4YMURvbu3evsLS0fGBw7ejxZag96foY68zedH2MadpbUx05xoToeG+NPv30U+Ho6Kj6+ODBg0IikYjMzEzV2NatW4WFhYUoKSlp9X1mzZolJkyYoDY2fvx4MWfOnFZfk5SUJACI+Ph4g+0pKiqq2b87TXGKVgvKysqgVCrh4OAAAMjIyEBOTg5CQ0NV+8hkMowZMwZnz55t8/v6+vrC2dkZ//nPf1BTU4Oamhp8+eWX8PLywqBBg1p9XVxcnNrnBoBJkybh559/Rl1d3UN7MNR+0tPT4eHhAW9vb8yZMwfp6ekP7NNQenvsscdw8uRJXL16FQCQnJyMEydO4KmnntLr3rSls/qqqamBpaWl2phMJkN1dTUuXLjQ6us6enwZck+6PMY6szddH2Oa9qZN2uqttLRU9R7A3b9/f39/9OrVSzU2adIk1NTUaPR1e9jnBqD146yre4qNjYWLiwsGDBiAF198Ebm5ua2+54Mw4GnBokWLMGTIEAQHBwMAcnJyAACurq5q+7m6uqq2tYWtrS1OnTqFb775BlZWVrCyssLXX3+NY8eOQSaTtfq6nJycFj93fX098vPzH9qDIfYzcuRIbNq0CYcPH8aXX36JnJwchISEoKCgoNU+DaW3t956C5GRkRg4cCDMzMwwaNAgREVF4eWXX9br3rSls/qaNGkSzp07h23btqG+vh5ZWVl47733ANy9tqk1HT2+DLUnXR9jndmbro8xTXvTJm30duvWLaxevVrt762lv38nJydIpdIH/h219nVr7TW1tbV44403EBYWhp49expsT5MnT8aWLVtw/PhxrFmzBj/99BOefPJJ1NTUtPq+rWHA66DXX38dsbGx2LlzJ6RSqVbfu6qqCs8//zxGjRqFH3/8EWfOnMHQoUMRHh6OiooKAICNjY3q1x/+8AeNPk/THt58802D7GfKlCmYNWsWBg8ejAkTJmD//v1QKpXYvHlzi30aUm9ff/01tmzZgujoaFy8eBFbtmzB+vXr8Z///Mfge3uYzuwrNDQUq1evxsKFC2FpaYkBAwaoztiYmNz91qjt40sqlRpsT7o+xjqzN10fY131b7E12uhNoVBg8uTJmDhxIpYsWdLm12VmZqr1tnLlynZ/7vr6esybNw/FxcXYuHEjAMPtac6cOZg+fToCAwMRFhaGQ4cOITU1FQcOHGh3/abtfgWpLFmyBNu3b8fJkyfh4+OjGndzcwNw9x+Hl5eXalyhUKi2tUV0dDRu3LiBM2fOqP6BRkdHw8HBAbt378a8efNw+fJl1f52dnaqz69QKNTeS6FQwNTUFE5OTq32sG7dOoPvp5GNjQ0GDRqEa9euNevT0Hp788038ac//Qlz5swBAAQGBuLWrVv48MMP8cILL+htbx3V2X0Bd38ILFmyBNnZ2XBwcMDNmzfxzjvvqD6fNo8vHx8fo+ipUVcfY53Zm66PMU170wZt9JaTk4Mnn3wSAQEB2Lp1q9qdwm5ubjhz5oza/vn5+WhoaICbmxs8PDzUenN0dFS9rqWv2/2fu76+HnPnzkVCQgJOnTqFHj16GHxPTXl4eKBnz56q46w9eAZPQ4sWLUJMTAxOnDgBPz8/tW3e3t5wc3PDsWPHVGPV1dU4ffo0QkJC2vw5KisrIZFIVP+DA+7+b04ikUCpVAIA+vXrp/rl4uICAAgODlb73ABw7NgxDB8+HGZmZi328Nlnnxl8P01VV1fj6tWrcHd3N/ivVWVlZbP/gUqlUiiVSr3urSO6oq9GEolEtWRCTEwMevXqhWHDhgHQ3vHl5+dnFD011dXHWGf2putjTNPeOkobvWVnZ2Ps2LHw9/dHTEwMTE3VzxsFBwcjJSUFt2/fVo0dO3YMFhYWeOSRR2BqaqrWW2MYau3r1vRz19XVYfbs2YiPj8fJkyfh5uZm8D3dLz8/H1lZWXB3d291n1Zp5VaNbubll18Wtra24vjx42q3MpeVlan2+cc//iHs7OzEzp07RUJCgpg9e3azW+dv3bolLl26JD766CMBQFy6dElcunRJ9T4pKSnCwsJC/OEPfxDJyckiMTFRzJs3T9jZ2Ylffvml1foalwVYtGiRSE5OFl9++aUwMzNTWxagaQ/z588XNjY24ttvvxXXr183yH7eeOMNcerUKZGeni5+/PFHMXXqVGFraysiIyMN/msVFRUlPD09xf79+0VGRobYtWuXcHJyEkFBQXrdmxBC9V6PP/64CAsLE5cuXRJJSUmq7TU1Nap9+vbtKxYsWCBmzZolrK2tO70vIYRYtWqViI+PF4mJieK9994TZmZmYvfu3Q/sqb3HV3Z2tuoY279/v8H2pOtjrDN70/UxpmlvQmh2jF26dEk8++yzHe4tKytL9O/fXzzxxBMiMzNT7X3q6+uFEL8uKTJu3Dhx8eJFcezYMeHh4fHQJUXOnDkjpFKp+PDDD0VKSopYuXKlMDU1VS0pUldXJ8LDw4WHh4e4cOGC2nF28OBBg+yprKxMvPHGG+Ls2bMiIyNDnDx5UowaNUp4enq2+W7qphjwNACgxV9Nbz9XKpVi+fLlws3NTVhYWIgxY8aIhIQEtfeJiopq8X1Onjyp2ufo0aNi9OjRQi6XC3t7ezF27Fhx5syZh9Z46tQpMXToUGFubi769OkjPvvsszb1YKj9NB6kZmZmwsPDQ/z2t79V3TJv6L2VlpaKRYsWCS8vL2FpaSm8vb3FO++8YxC9tfS+vXv3Vm3PyMho07/Fzupr3LhxQi6XC0tLSzFy5Ehx8ODBh/YkhHaOL0PrSR+Osc7qTR+OMU170+Yx1t7eNm7c2Or7ZGRkqPa7deuWmDp1qpDJZMLR0VG8+uqrorq6+qG9ffvtt8LX11eYmZkJPz8/sXPnTo36MpSeKisrRWhoqHB2dhZmZmbCy8tLREVFqS3H0h58Fi0RERGRkeE1eERERERGhgGPiIiIyMgw4BEREREZGQY8IiIiIiPDgEdERERkZBjwiIiIiIwMAx4RUQesWLFC7TFGRET6gAGPiIiIyMgw4BEREREZGQY8IiIiIiPDgEdE1EaxsbEYMWIELC0t0bdvX2zYsKHZPsePH8eYMWPg4OAAKysr9O3bF6+88ooOqiWi7ozPoiUiaoOEhASMHDkSzs7O+OMf/4iGhgZ8+umncHZ2Rnx8PIQQSE5OxrBhwxAYGIh58+bBysoKN27cwJEjR3Dp0iVdt0BE3QgDHhFRG/zmN7/BoUOHkJaWBi8vLwBAWloaBg0ahPr6eggh8Mknn2Dx4sXIy8uDk5OTjismou6MU7RERA/R0NCAI0eOYPr06apwBwADBgzApEmTVB/L5XIAwJ49e6BUKru8TiKiRgx4REQPkZeXh6qqKvTv37/ZtgEDBqj+PHv2bDz22GN48cUX4eLiglmzZiE6Ohr19fVdWS4REQMeEZG2yGQyfP/99zh58iSef/55pKam4tlnn8WoUaNQVVWl6/KIqBthwCMieghnZ2fIZDJcu3at2ba0tDS1j01MTDB27FisWrUKV65cwfr163HhwgXs2rWrq8olImLAIyJ6GKlUikmTJmHfvn3IzMxUjaelpeHIkSOqjwsKCpq9dtiwYQCA4uLizi+UiOge3kVLRNQG8fHxGDlyJFxcXPDHP/4RSqUS//73v9WWSVm8eDFOnTqFqVOnok+fPigqKsLnn3+O3NxcJCUloXfv3rpug4i6CQY8IqI2+uGHH/D6668jISEBPXv2xNKlS5GdnY2//e1vEELg5MmTWLduHX766Sfk5eWhR48eCA4OxrJlyxAUFKTr8omoG2HAIyIiIjIyvAaPiIiIyMgw4BEREREZGQY8IiIiIiPDgEdERERkZBjwiIiIiIwMAx4RERGRkWHAIyIiIjIyDHhERERERoYBj4iIiMjIMOARERERGRkGPCIiIiIjw4BHREREZGQY8IiIiIiMDAMeERERkZFhwCMiIiIyMgx4REREREaGAY+IiIjIyDDgERERERkZBjwiIiIiI2MwAe/DDz/EiBEjYGdnB2dnZ4SFhSExMVFtHyEEVqxYAQ8PD8hkMowdOxZJSUk6qpiIiIhINwwm4J06dQovv/wyzp49ixMnTsDU1BQTJkxAYWGhap9Vq1ZhzZo1WLduHc6fPw8XFxdMnDgRZWVlOqyciIiIqGtJhBBC10Voory8HHK5HHv27EFYWBiEEPDw8MArr7yCP//5zwCAqqoquLi4YPXq1ViwYIGOKyYiIiLqGgZzBu9+ZWVlUCqVcHBwAABkZGQgJycHoaGhqn1kMhnGjBmDs2fP6qpMIiIioi5nqusCNLVo0SIMGTIEwcHBAICcnBwAgKurq9p+rq6uyMrKUhsrKSnpmiKJiIiIOkAul2v0OoMMeK+//jpiY2MRGxsLqVSq63KIiIiI9IrBTdEuWbIEMTExOHHiBHx8fFTjbm5uAACFQqG2v0KhUG0jIiIi6g4MKuAtWrRIFe78/PzUtnl7e8PNzQ3Hjh1TjVVXV+P06dMICQnp6lK15v7AagyMsadG7M3wGGNfxthTI/ZmeNiXbhjMFO3ChQuxdetW7NmzBw4ODqpr7mxsbGBjYwOJRILFixdj5cqV8PPzw4ABA/D+++/DxsYGEREROq6eiIiIqOsYTMBbv349AGD8+PFq48uXL8eKFSsAAEuXLkVVVRUWLlyIoqIijBw5EkePHoWtrW1Xl0v0UHkVtTh/uwyBbtboJbfUdTlERGREDCbgtWW5PolEghUrVqgCH5G+yimrwZgvLiK3og52FlIce34ofJ2tdF0WEREZCYO6Bo/IWPzrzC/IragDAJTWNGDZ/9J1XBERERkTBjwiHdidlKf28ZFrha3sSURE1H4MeEQ6oDTIBwQSEZGhYMAj0gGlYT4CmoiIDAQDHpEO8AweERF1JgY8Ih1oy13hREREmmLAI9IBnsEjIqLOxIBHpAO8Bo+IiDoTAx6RDjDfERFRZ2LAI9IBnsEjIqLOxIBHpAO8Bo+IiDoTAx6RDvAMHhERdSYGPCId4Bk8IiLqTAx4RDrAfEdERJ2JAY+IiIjIyDDgEekBqUTXFRARkTFhwCPSAyYSJjwiItIeBjwiPWDCfEdERFrEgEekB3gGj4iItIkBj0gP8AweERFpEwMekR7gGTwiItImBjwiPcB8R0RE2sSAR6QHJEx4RESkRQx4RHqA1+AREZE2MeAR6QFeg0dERNrEgEekB3gGj4iItIkBj0gP8AweERFpEwMekR7gGTwiItImBjwiPcCAR0RE2sSAR6QHuEwKERFpEwMekR7gGTwiItImBjwiPcCbLIiISJsMKuD98MMPmD59Ojw9PSGRSLBp0ya17UIIrFixAh4eHpDJZBg7diySkpJ0UyxRO/AMHhERaZNBBbzy8nIEBATgk08+gUwma7Z91apVWLNmDdatW4fz58/DxcUFEydORFlZmQ6qJWo7nsEjIiJtMqiA99RTT2HlypV4+umnYWKiXroQAmvXrsXbb7+NmTNnIiAgAJs3b0ZZWRmio6N1VDFR2/AMHhERaZNBBbwHycjIQE5ODkJDQ1VjMpkMY8aMwdmzZ3VYGdHD8QweERFpk6muC9CWnJwcAICrq6vauKurK7Kyslp9nUKh6NS6OqqwsFDXJWidMfbUqC29CSGajTXU1/Pfoo4YY1/G2FMj9mZ42Ff73Z9lNGE0AU9T2vhL7GyGUGN7GWNPjR7WW4NSAEhTGzM1NTWIvxNDqFETxtiXMfbUiL0ZHvbV9YxmitbNzQ1A8zNyCoVCtY1IH9Qrm5/Ba2GIiIhIY+0OeAqFApcuXVIbE3VBIQAAIABJREFUu3r1KhYsWIDZs2dj9+7dWiuuPby9veHm5oZjx46pxqqrq3H69GmEhITopCailrQc8JjwiIhIe9o9Rbtw4ULk5ubihx9+AHB3DnrMmDEoLi6GTCbDjh078N1332HatGlaL7a8vBzXr18HACiVSmRmZuLy5ctwdHSEl5cXFi9ejJUrV8LPzw8DBgzA+++/DxsbG0RERGi9FiJN8QweERF1tnafwYuLi8PkyZNVH2/btg1FRUW4ePEi8vPzMXr0aHz00UdaLbLRzz//jKFDh2Lo0KGoqqrC8uXLMXToUCxbtgwAsHTpUixZsgQLFy7E8OHDkZ2djaNHj8LW1rZT6iHSRAPP4BERUSdr9xm8goICuLu7qz7et28fxowZg4CAAADAnDlzVIFL28aOHdviHYiNJBIJVqxYgRUrVnTK5yfSBp7BIyKiztbuM3iOjo7Izs4GAFRWVuLMmTNqa89JJBJUV1drr0IiI8Nr8IiIqLO1+wzeY489hvXr18Pf3x+HDx9GTU0Npk+frtqempoKT09PrRZJZExaCnjMd0REpE3tDngffvghQkNDMXPmTADAG2+8AX9/fwBAQ0MDduzYgaeeekq7VRIZEV6DR0REna3dAa9v375ITU1FcnIy7Ozs0KdPH9W2yspKfPrppwgKCtJmjURGpaGFMMdr8IiISJvaHfBSU1Ph6+uLwYMHN9tma2uL8PBwrRRGZKx4DR4REXW2dt9k4e/vj1GjRuHTTz9Ffn5+Z9REZNR4Fy0REXW2dge8tWvXQgiBV199FZ6enggPD8eOHTtQW1vbGfURGZ0Wb7LQQR1ERGS82h3wXnvtNZw7dw6pqal46623kJSUhFmzZsHV1RUvvfQSTp8+3Rl1EhkN3mRBRESdrd0Br1H//v3x3nvv4fr164iNjUVERAR2796NsWPHwsfHB8uWLVM9VoyIfsUpWiIi6mwaB7ymhg4ditGjRyMoKAhCCNy+fRurVq2Cr68vZsyYgaysLG18GiKj0PI6eEx4RESkPRoHPCEEjh07hqioKLi6uiIyMhJFRUX4+OOPkZWVhZycHKxZswanT59GZGSkNmsmMmg8g0dERJ2t3cukXL58Gdu2bUNMTAxycnLg6uqKBQsWICoqSvU82kaLFy+GmZkZ3njjDa0VTGToeA0eERF1tnYHvGHDhsHS0hLh4eGIiopCaGgoTExaPxE4cOBABAcHd6hIImPSoGw+xjN4RESkTe0OeF988QVmzZoFOzu7Nu0/btw4jPv/7N13eFRV/gbw985k0iukA4EEEjoIKL2LBAgR17UgSlmFn4hSrSgIKgi7squAixFW7Fiw7NIREZAqXToJJBBKEkggvU05vz8gk1ySEBJm5s7ceT/PwwNz5t4733OTS96cc0u/frUujEiteKNjIiKytloHvLFjx1qjDiKnYeCjyoiIyMpqHfDKXLp0CQcPHkROTg5MpspzTqNGjbqrwojUiufgERGRtdU64JWUlOBvf/sbvv/+e5hMJkiSZL7FgyRJ5uUY8IiqxqtoiYjI2mp9m5SZM2di5cqVeOedd7B161YIIfD555/jl19+wcCBA3HPPffgyJEj1qiVSBWqCngA74VHRESWU+uA9/3332PUqFGYPn06WrduDQBo0KABBgwYgHXr1sHLywsJCQkWL5RILaoLeBzFIyIiS6l1wEtPT0fXrl0BADqdDgBQVFQE4MYU7SOPPIIffvjBgiUSqUtV5+ABPA+PiIgsp9YBLygoCDk5OQAAHx8feHh44OzZs+b39Xo98vPzLVchkcpwBI+IiKyt1hdZdOjQAXv37gVwY8SuT58++OCDD9CxY0eYTCYsXrwYHTp0sHihRGpRfcBjwiMiIsuo9QjeuHHjYDAYUFxcDAB47733kJeXhz59+qBv374oKCjAP//5T4sXSqQW1U/R2rgQIiJSrVqP4MXHxyM+Pt78unXr1jh79iy2bNkCrVaLHj16ICAgwKJFEqlJdQGP+Y6IiCylzjc6rsjX1xfDhg2zxKaIVI9TtEREZG01BrzU1NQ6bTgiIqJO6xGpHS+yICIia6sx4DVp0kT2hIo7ZTQa61QQkdrxRsdERGRtNQa85cuXywKeyWTCwoULceHCBYwYMQIxMTEAgNOnT+Obb75BREQEJk2aZL2KiRwcL7IgIiJrqzHgjRkzRvZ67ty5KCkpwZkzZypdTPHWW2+hR48eSE9Pt2iRRGpiMFXdznPwiIjIUmp9m5SEhAT83//9X5VXytavXx/jxo3DRx99ZJHiiNSI5+AREZG11TrgZWVl3fZJFQUFBcjKyrqroojUzFDNSB1H8IiIyFJqHfC6du2KhQsX4sCBA5Xe279/PxYuXIguXbpYpLi6WrJkCSIjI+Hu7o5OnTph+/btitZDVBHPwSMiImur9X3wPvzwQ/Tt2xedO3fGfffdh+joaABAUlIS9u3bh3r16mHx4sUWL/ROfffdd5g8eTKWLFmCnj17YsmSJRg8eDBOnDjBW7eQXag+4DHhERGRZUiiDvdmyMjIwPz587F+/XqcP38eANC4cWMMGTIEr7zyCkJDQy1e6J3q0qUL2rVrh2XLlpnboqOj8cgjj2DevHkAgJycHJvUcu56EQpKqzmj/g5lZWWhfv36FqrIPtiqTxH+bvBxc0FmQSky8vVW/zzgzvo2f9t5rD6VWan9hxFtEObjZq3S7poavxcBdfbL0n1q5O+GvBIjsosMFttmXdWlb6E+rqjvqUNeiQGp2SVWquzuqfF7EVBfv7zdtGjs746MjAyEhIRY/fP8/PzqtF6dAp69Ki0thaenJ7755hs8+uij5vbnn38ex44dw7Zt2wDYLuAN+exP7Eq1zWdRZS4aCU3reeB0ZqHSpRCRwloEeeJsVhH0PBeC7tLgmPr4Znhruw94tT4Hz55lZmbCaDRW2uEhISG8dYsTMpgEwx0RAQBOXS1kuCOnUuM5eG+//TYkScIbb7wBjUaDt99+u8aNSpKEmTNnWqRAa8vIyLDatotK7HcqgIiIiGovM68QSamXYSiw3gydJUYGa5yi1Wg0kCQJRUVFcHV1hUZT86CfJEmKPKrM3qZon/vfafyZlndX2zAYDHBxqfW1MHbN2n06caXqUTt/dxeE+7pa7XOB2vWt2GBC8rVitAr2tGpNlqLG70VAnf2yVJ+qOpYCPFwQ5mPd4+h2atO3M1lFKDVW/SOueaAntHY2h6XG70VAff3q2cQf/xjUzO6naGvc4yaT6bav7Ymrqys6deqETZs2yQLepk2b8Ne//tXm9Xw0rPldb8NW30C2ZO0+NZy/E/mllX/BeL5rA7zcu7HVPhdQ59erjFr7psZ+WapPEX/fidwS+bH0zL3hmNGvyV1vu65q07feSw/iSHrV923dMq4DPHVaS5Z219T4vQiot1/2Tj2R+qZp06Zh5MiR6Ny5M3r06IGEhARcvnwZ48ePV7o0shFPnabKgNcy2EuBaogcl6dOWyngBXnpFKqm9jx11Q/RaSo8Y51IjVQX8B5//HFkZWVhzpw5SEtLQ5s2bbBu3To0bmzdkRuyH56uWqCg8m1RWgYx4BHVhqdr5YDkSAHP4zYBT8t8RypXY8Dr379/rTcqSRI2b95cp4IsYcKECZgwYYJin0/Kqmraxd1FgyYB7gpUQ+S4qjqWAj2VO/+utjxuMwXLETxSuzs6B0+q5YGgolvrkQPyquK39uZBntBq+B86UW14VRGQHGkE7/ZTtDYshEgBNQa8rVu32qAMIsvxdK38Q6llkGNcqUpkT6qaog10oIBX3QieBNR64ILI0djZReJEd6+qaSWef0dUe65V3EeknocjBbyqf8RxNJ+cQZ0vsli3bh3Wrl2Lc+fOAQCaNGmC+Ph4DBo0yFK1EdWJVxWjDryClqj2CvWVr0Z3pHDk6VL1CJ4DdYGozmod8IqLi/HII49g/fr10Gg0CAsLAwD88ssvSEhIwODBg/Hjjz/Czc1+H5pO6lblCJ6D3EyYyJ4UltrvfU/vRLUjeJyeJSdQ6ynaWbNmYd26dXjzzTeRlZWF1NRUpKam4tq1a5g9ezbWr1+P2bNnW6FUojuTXWyo1NbQl79wENVWVSN4jqS6iyw4gkfOoNYB79tvv8XTTz+NWbNmwdfX19zu4+ODmTNn4m9/+xtWrFhh0SKJauN8dnGlNp5QTVR7BQ4e8NyrucjCkaaZieqq1gEvIyMD9957b7Xvd+rUCRkZGXdVFNHdaB4on471dbOvxxEROYpbj6VAT8e5wAKofoqWv/CRM6h1wGvUqBF+++23at//7bff0KhRo7sqiuhuPHNvmOz1xw+1UKgSIsf26i3Pbv7wwRiFKqmb6qZo+RQLcga1DnhjxozBDz/8gLFjx+L48ePQ6/XQ6/U4fvw4xo0bh59++glPP/20NWoluiNdGvlh2V9a4C+tgvBBXDQGxdRTuiQih3RvQ18s/2sLPNLmxrEUG+1Yx5JHtVfRMuGR+tX6Ktrp06cjJSUFy5cvx6effmoe6hZCQAiBZ555Bq+99prFCyWqjUfbBuPRtsFKl0Hk8B5uHYyHWzvmsVTtCB7PwSMnUOuAp9Fo8J///AeTJk3C2rVrkZqaCgBo3Lgx4uLi0LZtW4sXSUREVFvVPcmC+Y6cQZ1vdNyuXTtERUXh+vXrsmfPlgW+iIiIu6+OiIiojngfPHJmdbrR8VtvvYVPPvkEWVlZ1S5nNDr25fVEROTYqrrpOQAw35EzqHXAmzBhAj7//HM89NBD6NWrFwICAqxRFxER0V3hs2jJmdU64P30008YO3YsPv74Y2vUQ0REZBF8kgU5s1rfJkWSJHTs2NEatRAREVlM9RdZMOGR+tU64A0bNgy//vqrNWohIiKyGFetVOVoHS+yIGdQ4xTtlStXZK9ff/11DB8+HOPGjcPYsWMREREBrbbyb0nBwY553yQiIlIHSZLgqdMiv1R+0R+naMkZ1BjwQkNDKz23TwiBw4cPY/ny5dWux6toiYhIaR46TeWAx4RHTqDGgPfmm2/ywcxEROSQqrqSlvmOnEGNAW/27Nk2KIOIiMjyqnoeLc/BI2dQ64ssiIiIHEXVI3gMeKR+DHhERKRaVQU8LfMdOQEGPCIiUq2qHlfGETxyBgx4RESkWlVO0fInHzkBfpsTEZFqcQSPnBUDHhERqVbV5+Ax4JH6MeAREZFqVfU8Wt4Hj5wBAx4REamWp0sVI3hMeOQEGPCIiEi1+CQLclYMeEREpFpVT9Ey4ZH6OUzAW7p0Kfr16wd/f39IkoRz585VWub69esYOXIk/Pz84Ofnh5EjRyI7O9v2xRIRkV3w5JMsyEk5TMArLCzEwIEDb/ts3BEjRuDgwYPYsGEDNmzYgIMHD2LkyJG2K5KIiOxKVSN4Wof5yUdUdy5KF3CnpkyZAgDYv39/le+fPHkSGzZswI4dO9CtWzcAwMcff4xevXrh9OnTaN68uc1qJSIi+8ARPHJWqvk9Zvfu3fD29kb37t3NbT169ICXlxd27dqlYGVERKQU96quomXAIyfgMCN4NUlPT0dQUBCkCgeuJEkIDg5Genp6tetlZGTYorw6u3btmtIlWJwa+1SGfXM8auyXGvtUprZ9K84vrNRWWlJsl//3q/Xrxn7VXkhIyF1vQ9GAN2PGDMydO/e2y2zZsgV9+/a1Wg2W2InW5gg11pYa+1SGfXM8auyXGvtUpjZ9a6DPBXBB1ubp4W63+8de67pb7JftKRrwpkyZgqeeeuq2y0RERNzRtkJDQ3H16lUIIcyjeEIIXLlyBaGhoXddKxEROZ4qb5PCG+GRE1A04AUGBiIwMNAi2+rWrRvy8/Oxe/du83l4u3fvRkFBgey8PCIich68yIKclcOcg5eeno709HQkJiYCAE6cOIHs7GxERESgXr16aNmyJQYNGoRnn30WS5cuBQA8++yzGDp0KK+gJSJyUlU9yULLfEdOwGGuok1ISECHDh3w5JNPAgDi4uLQoUMHrFq1yrzMihUr0L59e8TGxiI2Nhbt27fHl19+qVTJRESkMD7JgpyVw4zgzZ49+7Y3OQaAgIAAfPXVV7YpiIiI7F7VU7QKFEJkYw4zgkdERFRbuioeW2ESChRCZGMMeERE5FRKjCalSyCyOgY8IiJyKiUGBjxSPwY8IiJyKiUGztGS+jHgERGRU+EIHjkDBjwiInIqPAePnAEDHhERORWO4JEzYMAjIiKnwhE8cgYMeERE5FQ4gkfOgAGPiIicCq+iJWfAgEdERE6FI3jkDBjwiIjIqfAcPHIGDHhERKRq0/s0lr2e1T9SoUqIbIcBj4iIVG3cfeHoGO4DAOge4YeH2wQpXBGR9bkoXQAREZE11fPUYdPT9yC/1AgfNy00kqR0SURWx4BHRESqp9VI8HPnjzxyHpyiJSIiIlIZBjwiIiIilZGEEE53x8ecnBylSyAiIiKqkZ+fX53W4wgeERERkcow4BERERGpjFNO0RIRERGpGUfwiIiIiFSGAY+IiIhIZRjw6mDevHm477774Ovri6CgIMTHx+PYsWOyZYQQmD17NsLDw+Hh4YG+ffvi+PHjsmXmzp2LHj16wMvLC1I1d1bft28fBgwYAH9/f/j7++P+++/H3r17a6xx27Zt6NSpE9zd3REVFYWEhIRq++Dl5QV/f394e3s7bH9mz54NSZJkf0JDQ1XxtTIajZg5cyYiIyPh7u6OyMhIzJgxA3PnzrXrvqWlpWHEiBFo0aIFtFotxowZU2mZ48eP45FHHkFUVBQkScLs2bNt+jXbvHkzunfvDh8fH4SGhuLVV1+FwWC4bb+A2h1fQUFBaNmyJdq0aePQfbKHY8xafbOHY6wufavrMQZY5ufYuXPn8MwzzyAqKgoeHh6IiorC9OnTUVRUJNtOamoq4uPj4eXlhcDAQEyaNAmlpaW37RsA/Pjjj2jVqhXc3NzQqlUr/Pzzz+b39Ho9Xn31VbRr1w5eXl4ICwtD+/bt0b59e4ftEwCMGTOm0nHWtWvXGrdbJUG1NnDgQLF8+XJx9OhRceTIEfHQQw+JkJAQkZWVZV5m/vz5wtvbW/zwww/i6NGj4tFHHxVhYWEiNzfXvMzMmTPFggULxOuvvy6q+lLk5eWJevXqiZEjR4qTJ0+KEydOiCeffFL4+/vLtnOr5ORk4enpKV544QVx4sQJsXTpUuHi4iJ++OGHKvvQvXt30aFDB1G/fn2xfft2h+zPrFmzRPPmzUVaWpr5z5UrV1TxtZo7d64ICAgQq1atEikpKeJ///uf8Pf3F02bNrXrvqWkpIiJEyeKTz/9VHTr1k2MHj260jJ79+4VL774ovj6669FZGSkmDVrls2+ZocPHxaurq7izTffFElJSWLr1q2iRYsW4sUXX6y2T0LU/vg6cuSICA4OFr6+vmLHjh0O2yeljzFr9k3pY6yufavrMSaEZX6OrV+/XowePVps2LBBnD17VqxZs0aEh4eLcePGmbdhMBhEmzZtRJ8+fcSBAwfEL7/8IsLCwsQLL7xw277t2rVLaLVaMWfOHHHixAkxZ84codVqxZ49e4QQQmRnZ4sBAwaIb7/9Vpw6dUr88ccfwt/fX4SFhYlDhw45ZJ+EEGL06NFiwIABsuOsYv21wYBnAXl5eUKj0YhVq1YJIYQwmUwiNDRUzJkzx7xMYWGh8Pb2FgkJCZXWX7lyZZUH/b59+wQAkZycbG5LTk4WAMS+ffuqreeVV14RzZo1k7U988wzomvXrnfUB0fsz6xZs0Tr1q2r3UZV/XSUvsXFxYlRo0bJlhk1apSIi4uz675VFBcXV+UPn4pat25t/uFji35Nnz5d3HPPPbK2VatWCXd399sG17s9vhy1T0ofY9bsm9LHWF37VtHdHGNC3H3fyvz73/8W9erVM79et26dkCRJpKammtu+/PJL4ebmJnJycqrdzmOPPSYGDBgga7v//vvF8OHDq13n+PHjAoA4cuSIw/Zp9OjRlb7v6opTtBaQl5cHk8mEgIAAAEBKSgrS09MxcOBA8zIeHh7o3bs3du3adcfbbd68OYKCgvDJJ5+gpKQEJSUlWLZsGSIiItC6detq19u9e7fsswEgNjYW+/fvh16vr7EPjtqf5ORkhIeHIzIyEsOHD0dycvJt++kofevZsye2bNmCU6dOAQBOnDiB3377DUOGDLHrvlmKtfpVUlICd3d3WZuHhweKi4tx4MCBate72+PLkfuk5DFmzb4pfYzVtW+WZKm+5ebmmrcB3Nj/LVu2RKNGjcxtsbGxKCkpqdPXrabPBmDx48zWfdqxYweCg4MRExODcePG4cqVK9Vu83YY8Cxg8uTJuOeee9CtWzcAQHp6OgAgJCREtlxISIj5vTvh4+ODrVu34vvvv4enpyc8PT3x3XffYdOmTfDw8Kh2vfT09Co/22AwIDMzs8Y+OGJ/unTpgs8++wwbNmzAsmXLkJ6eju7duyMrK6vafjpK31599VWMHDkSrVq1gk6nQ+vWrTF69GhMmDDBrvtmKdbqV2xsLP744w989dVXMBgMuHTpEt5++20AN85tqs7dHl+O2ieljzFr9k3pY6yufbMkS/Tt/PnzWLBggWy/VbX/AwMDodVqb7uPqvu6VbdOaWkpXnzxRcTHx6Nhw4YO26dBgwbhiy++wObNm/HPf/4Te/fuRf/+/VFSUlLtdqvDgHeXpk2bhh07duDHH3+EVqu16LaLiorw9NNPo2vXrtizZw927tyJDh06YNiwYSgoKAAAeHt7m/+MHz++Tp9TsQ8vv/yyQ/Zn8ODBeOyxx9CuXTsMGDAAa9asgclkwueff15lPx2pb9999x2++OILrFixAgcPHsQXX3yBJUuW4JNPPnH4vtXEmv0aOHAgFixYgOeffx7u7u6IiYkxj9hoNDf+a7T08aXVah22T0ofY9bsm9LHmK2+F6tjib5lZGRg0KBBeOCBBzB16tQ7Xi81NVXWt3fffbfWn20wGPDUU08hOzsbn376KQDH7dPw4cPx4IMPom3btoiPj8f69etx+vRprF27ttb1u9R6DTKbOnUqvv32W2zZsgVRUVHm9tDQUAA3vjkiIiLM7RkZGeb37sSKFStw9uxZ7Ny50/wNumLFCgQEBODnn3/GU089hcOHD5uX9/X1NX9+RkaGbFsZGRlwcXFBYGBgtX1YvHixw/enjLe3N1q3bo2kpKRK/XS0vr388st46aWXMHz4cABA27Ztcf78ecybNw/PPPOM3fbtblm7X8CNHwJTp05FWloaAgICcO7cOUyfPt38eZY8vqKiolTRpzK2Psas2Telj7G69s0SLNG39PR09O/fH23atMGXX34pu1I4NDQUO3fulC2fmZkJo9GI0NBQhIeHy/pWr14983pVfd1u/WyDwYAnnngCR48exdatW1G/fn2H71NF4eHhaNiwofk4qw2O4NXR5MmT8c033+C3335DixYtZO9FRkYiNDQUmzZtMrcVFxdj+/bt6N69+x1/RmFhISRJMv8GB9z4bU6SJJhMJgBAs2bNzH+Cg4MBAN26dZN9NgBs2rQJ9957L3Q6XZV9+Oijjxy+PxUVFxfj1KlTCAsLc/ivVWFhYaXfQLVaLUwmk1337W7Yol9lJEky3zLhm2++QaNGjdCxY0cAlju+WrRooYo+VWTrY8yafVP6GKtr3+6WJfqWlpaGvn37omXLlvjmm2/g4iIfN+rWrRtOnjyJixcvmts2bdoENzc3dOrUCS4uLrK+lYWh6r5uFT9br9fj8ccfx5EjR7BlyxaEhoY6fJ9ulZmZiUuXLiEsLKzaZaplkUs1nMyECROEj4+P2Lx5s+xS5ry8PPMy8+fPF76+vuLHH38UR48eFY8//nilS+fPnz8vDh06JN577z0BQBw6dEgcOnTIvJ2TJ08KNzc3MX78eHHixAlx7Ngx8dRTTwlfX19x4cKFausruy3A5MmTxYkTJ8SyZcuETqeT3RagYh/GjBkjvL29xcqVK8WZM2ccsj8vvvii2Lp1q0hOThZ79uwRcXFxwsfHR4wcOdLhv1ajR48WDRo0EGvWrBEpKSnip59+EoGBgaJ9+/Z23TchhHlbvXr1EvHx8eLQoUPi+PHj5vdLSkrMyzRt2lQ8++yz4rHHHhNeXl5W75cQQvzjH/8QR44cEceOHRNvv/220Ol04ueff75tn2p7fKWlpZmPsTVr1jhsn5Q+xqzZN6WPsbr2TYi6HWOHDh0STz755F337dKlSyI6Olr06dNHpKamyrZjMBiEEOW3FOnXr584ePCg2LRpkwgPD6/xliI7d+4UWq1WzJs3T5w8eVK8++67wsXFxXxLEb1eL4YNGybCw8PFgQMHZMfZunXrHLJPeXl54sUXXxS7du0SKSkpYsuWLaJr166iQYMGd3w1dUUMeHUAoMo/FS8/N5lMYtasWSI0NFS4ubmJ3r17i6NHj8q2M3r06Cq3s2XLFvMyv/zyi+jRo4fw8/MT/v7+om/fvmLnzp011rh161bRoUMH4erqKpo0aSI++uijO+qDo/an7CDV6XQiPDxcPPzww+ZL5h29b7m5uWLy5MkiIiJCuLu7i8jISDF9+nSH6FtV223cuLH5/ZSUlDv6XrRWv/r16yf8/PyEu7u76NKli1i3bl2NfRLCMseXo/XJHo4xa/XNHo6xuvbNksdYbfv26aefVrudlJQU83Lnz58XcXFxwsPDQ9SrV09MnDhRFBcX19i3lStXiubNmwudTidatGghfvzxxzr1y1H6VFhYKAYOHCiCgoKETqcTERERYvTo0bLbsdSGJIQQICIiIiLV4Dl4RERERCrDgEdERESkMgx4RERERCrDgEdERESkMgx4RERERCrDgEdERESkMgx4RER3Yfbs2bLHGBER2QMGPCIiIiKVYcAjIiIiUhkGPCIiIiKVYcAjIrpDO3bswH333Qd3d3c0bdoUH3/8caVlNm/ejN69eyOqoYeaAAAgAElEQVQgIACenp5o2rQpXnjhBQWqJSJnxmfREhHdgaNHj6JLly4ICgrCc889B6PRiH//+98ICgrCkSNHIITAiRMn0LFjR7Rt2xZPPfUUPD09cfbsWWzcuBGHDh1SugtE5EQY8IiI7sBf/vIXrF+/HomJiYiIiAAAJCYmonXr1jAYDBBCYOHChZgyZQquXr2KwMBAhSsmImfGKVoiohoYjUZs3LgRDz74oDncAUBMTAxiY2PNr/38/AAA//3vf2EymWxeJxFRGQY8IqIaXL16FUVFRYiOjq70XkxMjPnfjz/+OHr27Ilx48YhODgYjz32GFasWAGDwWDLcomIGPCIiCzFw8MD27Ztw5YtW/D000/j9OnTePLJJ9G1a1cUFRUpXR4ROREGPCKiGgQFBcHDwwNJSUmV3ktMTJS91mg06Nu3L/7xj3/gzz//xJIlS3DgwAH89NNPtiqXiIgBj4ioJlqtFrGxsVi9ejVSU1PN7YmJidi4caP5dVZWVqV1O3bsCADIzs62fqFERDfxKloiojtw5MgRdOnSBcHBwXjuuedgMpnw4Ycfym6TMmXKFGzduhVxcXFo0qQJrl+/joSEBFy5cgXHjx9H48aNle4GETkJBjwiojv0+++/Y9q0aTh69CgaNmyIV155BWlpaXjrrbcghMCWLVuwePFi7N27F1evXkX9+vXRrVs3vPnmm2jfvr3S5RORE2HAIyIiIlIZnoNHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQqw4BHREREpDIMeEREREQq46J0AUrIyclRugQiIiKiGvn5+dVpPY7gEREREakMAx4RERGRyjDgWVFGRobSJagK96dlcX9aFvenZXF/Whb3p2U5wv5kwCMiIiJSGQY8IiIiIpVhwCMiIiJSGQY8K7pebMT4/57CwUt5SpdCREREd+H3lGy8uC4JuSUGpUu5I055HzxrE0LgfyczMXVNCq4XG3EkvQBbx3WAq5Z5moiIyNEU6Y2YvCYRKdeLse50Fl68rz7GhoQoXdZtMXFYweG0fIz54SSuFxsBACeuFOBfOy4oXBURERHVxfxt55FyvRgAkJZXipd/S0NiZqHCVd0eA54VdAj3wfB2wbK2BdtTcTyjQKGKiIiIqC4Op+Xhw90XZW1PtPJHTKCnQhXdGQY8K5kX2xSBHlrza4NJ4IXVp2EwCQWrIiIiojulN5owcXUijBV+dDfwdcWLXQKVK+oOMeBZSYCHDm/2lM/PH7qcjyV7LlazBhEREdmTf++5hKPp8tm3fw2Jhrertpo17AcDnhXFRvlgWEt5yn9363mcybLveXsiIiJndzarCPO3nZe1PdImCLEx9RWqqHYY8KzsvcHNEOBRfrFyscGEiasSYRKcqiUiIrJHJiEwaU0iig0mc1uAhwvmxTZVsKraYcCzsmBvV8y/5Rti94VcfLI/TaGKiIiI6Ha+PJSOnedzZG3zYpsiyMtVoYpqjwHPBh5rG4yBzerJ2mb/mozz2cUKVURERERVScsrwcxNybK2+5sG4PG2wdWsYZ8Y8GxAkiT8K64ZfCqclFmgN2HKmkQITtUSERHZBSEEXlp3BrklRnObl06D9+OiIUmSgpXVHgOejTT0c8c7D0TJ2rYkZ+PrPzMUqoiIiIgqWnUyE2tPZ8naZvSPRIS/u0IV1R0Dng2N7hiKXk38ZG2vbzyLtLwShSoiIiIiAMgu0uPl9Wdkbfc28MH/3ReuUEV3hwHPhiRJwqKhMfBwKd/tuSVGvLjuDKdqiYiIFDRjUzKuFOjNr3UaCYvjY6DVONbUbBkGPBuLrOeBmf2byNrWnc7CzyeuKlMQERGRk9uWfB1fHZafMjWtZyO0DPZSqKK7x4CngGc7N0Dnhr6ytpfXn0VmQalCFRERETmnQr0Rk9cmydqaB3piWs8IhSqyDAY8BWhvDvu6asuHfbMK9Xht41kFqyIiInI+87aex7nr5bctkwAsjo+Bm4tjRyTHrt6BNQ/yxKu9G8vafjh2FetuuXqHiIiIrOPQ5Tz8+5ZnxI/rHI7OjXyrWcNxMOApaFL3hmgbKp/fn7Y2CdnFBoUqIiIicg56owkvrE6EqcI1jg393DCzXxOlSrIoBjwF6bQafBjfHBVmapGeX1rpDtpERERkWYt3X8TxjAJZ2/tDouHj5lLNGo6FAU9h7cO8MbVHI1nbl4fSseXsdYUqIiIiUrekzEL8fdt5WdtjbYPxQHS9atZwPAx4duDl3o3RPNBT1jZpTSLyS43VrEFERER1YRICk9YkosRYPjdb31OHebFNFazK8hjw7ICbiwaL42NQ8VaKF3JK8PZvKYrVREREpEafHUjD7tRcWdu82CjU99QpVJF1MODZic6NfPFclwaytqV7L2N3ao5CFREREanL5dwSzPpVPnjyQLMAPNomWKGKrIcBz47M6N8ETQLkDzSeuDoRRXpO1RIREd0NIQReXHcGeRVOf/J21eJfcdGQJMd8HNntMODZEU+dFouGxsjazmQV4e/bUhWqiIiISB3+eyIT6xPl95p9s38TNPJzr2YNx8aAZ2d6R/rjb53CZG2Ldl/Aoct5ClVERETk2K4V6vHKhjOyts4NffHMveEKVWR9DHh26K0BkWjg62p+bRLA86sSUWo0KVgVERGRY5qxKRlXC/Tm165aCYvio6HVqG9qtgwDnh3ydXPB+3HyqdoTVwrw/o4LClVERETkmLacvY4Vf2bI2l7sGYEWQV7VrKEODHh2amB0PTzeTn5Vz4LtqThxpaCaNYiIiKiiglIjJq9NlLW1DPLE1J6NqllDPRjw7Ni8gU0R5FV+Xx69SeCFVYkwVHxwHhEREVVp7pZzSM0uMb+WACyKj4GrVv3xR/09dGD1PHVYMKSZrO3g5Tx8tOeiQhURERE5hgOXcpGw95Ks7dkuDXBfQ1+FKrItBjw7N6xlEB5sGShrm7v1PM5kFSpUERERkX0rNZowcXUSKk54NfJzw4x+TZQqyeZUFfBmz54NSZJkf0JDQ5Uu6669N7gZ/N1dzK+LDSZMXJ0Ik+BULRER0a0W7rxQ6Zz1D+Ki4e2qVagi21NVwAOA5s2bIy0tzfzn6NGjSpd010K8XTF/kPwhyLtTc7F8f5pCFREREdmnxMxCvLdd/oCAx9sF4/5m9RSqSBmqC3guLi4IDQ01/wkKClK6JIt4vG0wHmgWIGubvTkFqdnFClVERERkX0xCYPLqRJQay2e4Aj11mDew6W3WUifVBbzk5GSEh4cjMjISw4cPR3JystIlWYQkSXg/Lho+FYaX80uNmLImCYJTtURERFi+Pw27L+TK2v4+qCnqeeqqWUO9VBXwunTpgs8++wwbNmzAsmXLkJ6eju7duyMrK6vmlR1AQz93vP1ApKztt+Tr+PqWGzgSERE5m4s5xZi9OUXWFhtdDw+3VsdMXm251LyI4xg8eLDsddeuXREVFYXPP/8c06ZNq3KdjAzrhaNr165ZfJuDGmjwTbgH9l4uMre9vuEM2vsaEeylqi9nJdbYn86M+9OyuD8ti/vTstS+P4UQmLjhEvJLjeY2L50G0zv748qVKxb/PGvvz5CQkLvehqoTgbe3N1q3bo2kpKRql7HETrwda2z/44f90D3hAIoMN55Nm1tqwrx92fj6sVaQJPU+Vw+w/tfL2XB/Whb3p2Vxf1qWmvfnj8euYEuq/KrZtwZE4Z6m4Vb7THvfn6qaor1VcXExTp06hbCwMKVLsajIeh6Y0b+JrG3d6Sz8fOKqMgUREREp5FqhHq9uOCtr69rIF0/fq66f/bWlqoD30ksvYdu2bUhJScEff/yBRx55BAUFBRg9erTSpVnc+M4NcF8DH1nbK+vPIqtQr1BFREREtjf9l7PIrPCzz1UrYVF8DDQqn9GqiaoC3sWLF/HEE0+gefPmePjhh+Hm5oY9e/agcePGSpdmcVqNhMUPxsBVW/4NnFmox2sbzihYFRERke1sPnMN3x2Rn2P3cq8IxAR6KlSR/VD0HLzc3Fz4+lrumXDffvutxbblCFoEeeGV3o0xZ8s5c9vKY1fxcOtgDG5eX7nCiIiIrCy/1Igpa+Xn2LcK9sLkHo0Uqsi+KDqCFxISguHDh2Pt2rUwGo01r0CVTO7eEG1DvWRt09YlIbvYoFBFRERE1jdnyzlcyCkxv9ZIwOL4aLhqVTU5WWeK7oXnnnsO27dvR3x8PMLCwjB58mTs379fyZIcjk6rwYfxzVFhphZpeaV4c5M6bvBMRER0q30Xc/HxH5dkbeM7N0CnBpabFXR0iga8f/3rX7hw4QI2bNiAQYMG4dNPP0WXLl3QsmVLzJs3D6mpqTVvhNA+zBtTbhmS/uJQOrYmX1eoIiIiIusoNZowaXUiKj7DqbG/O97o10ShiuyT4uOYGo0GAwcOxBdffIGMjAx8+eWXiIqKwqxZsxAVFYV+/fph+fLlyMvLU7pUu/Zy78aICfSQtU1akyi76SMREZGje3/HBZy8WihrWzg0Gl4VHuVJdhDwKvLw8MCIESPw+uuvIz4+HiaTCdu2bcPYsWMRFhaGKVOmMOhVw93lxlRtxYvCU7NL8M5vKdWuQ0RE5EhOXS3Agu3y2b0R7UPQNypAoYrsl90EvKSkJMyaNQvNmjVD7969sXPnTkyePBkHDx7EsWPHMHbsWCQkJGDUqFFKl2q3OjfyxfguDWRtS/dexp7UHIUqIiIisgyjSWDS6iToTeWTs0FeOswdGKVgVfZL0dukZGZm4ttvv8VXX32Fffv2wdXVFUOHDsUHH3yAwYMHQ6stH2794IMPEB4ejrfeekvBiu3fjH5NsD4xC+euFwMABIAXVidi+/91hIeOw9dEROSYPtl/GXsv5sra/jGoGQI8dApVZN8UHcELDw/HpEmTIEkS/v3vfyMtLQ0rV67E0KFDZeGuTKtWrRAcHKxApY7Dy1WLhUOjZW1nsorw9228YIWIiBzThZxivP3bOVnb4Jj6eKhVoDIFOQBFA94rr7yC06dPY/fu3Rg/fjz8/f1vu/zQoUORksJzymrSJzIAYzqGytoW776Aw5d5/iIRETkWIQSmrU2SXTTo46bFP4c0g+TkjyO7HUUD3pw5cxAdHV3zglRrbw2IQriPq/m1UQDPr05EqdGkYFVERES188Oxq9h0Rn7br7fuj0S4r5tCFTkGm56DV9f72kVERFi4EvXzc3fB+3HRePzb4+a24xkFeH/HBbzaR33P5iUiIvXJKtTjtY1nZW3dI/wwplOYQhU5DpsGvCZNmtRpOJWPMaub2Jj6eKxtML4/Wv4g5gXbUxHfMhCtgr1usyYREZHypm88i6xCvfm1m1bCwqHR0HBqtkY2DXjLly/nfLmNzY9tii3J13G14MYBojcJvLAqEb88fQ9cNPxaEBGRfdqUdE02QAEAr/RujOhAT4Uqciw2DXhjxoyx5ccRgHqeOiwY3Ayjfzhpbjt4OQ8f7bmIid0b3WZNIiIiZeSVGDB1bZKsrU2IFyZ1b6hQRY5H0YssNm/eXOMy8+fPt0El6jasVRDiW8gvJZ+79TzOZhUpVBEREVH13tlyDhdzS8yvNRKwOD4GOq3dPJ/B7im6px566CHs2rWr2vffeOMNvPHGGzasSL0WDGkGf/fyAdtigwkTVyfCJMRt1iIiIrKtvRdysWzvZVnb810bokO4j0IVOSZFA96gQYMwZMgQ7N+/v9J7U6ZMwbx58/jkCgsJ8XbFvNimsrZdqTlYvj9NoYqIiIjkSm4OPlQcemgS4I7pfXn3h9pSNOB988036NWrF2JjY3H06FEAN25oOHbsWCxatAjvv/8+ZsyYoWSJqjK8XTAGNJU/kHn25hSkZhcrVBEREVG5f+1IxenMQlnbwrhoePJRm7WmaMBzcXHBjz/+iI4dO2LAgAE4evQonnjiCXz22WdYtmwZJk+erGR5qiNJEt4fGg1v1/IDJb/UiKlrkyA4VUtERAo6eaUA/9pxQdb21D0h6BMVUM0adDuKn63o6uqKVatWoXnz5ujUqRN+/vlnfP3113jmmWeULk2VGvm54+0BkbK2zWevY8WfGQpVREREzs5oEpi4OhF6U/lgQ7CXDnMeiFKwKsdm09ukfP/999W+N2rUKBw+fBgPPfQQJEmSLfvYY4/ZojynMaZTGH48fhU7z+eY217/JRn3Nw1AqA8f/UJERLa1dN9l7L8kf176e4Obwd9Dp1BFjk8SNpyb02g0kCSpyunA27Vb+kkWOTk5NS9kARkZGQgJCbHJZ9VW8rUi9Eg4gCJD+bNp45rXx1ePtbLbm1Hb8/50RNyflsX9aVncn5Zlz/vzfHYxun+0HwV6/jyqip+fX53Ws+kI3pYtW2z5cXQbUfU88Ea/JpixKdnctvZ0Fv57IhN/aR2kXGFEROQ0hBCYtjZJFu583bRYMKSZ3YY7R2HTgNenTx9bfhzV4LkuDfDfE1dlw+Ivrz+D3pH+qO/JYXEiIrKu745eweaz12Vt7zwQhTCeLnTXFL/IAgByc3OxadMmfP3118jI4Mn+tqLVSDfuDF7hmbSZhXq8tuGMglUREZEzuFpQiukbz8raejT2w8gOoQpVpC6KB7x3330X4eHhiI2NxahRo3D8+HEAQGZmJjw9PZGQkKBwherWMtgLr/SOkLWtPHYVGxKzFKqIiIicwfSNZ3G9yGB+7e6iwaKhMdBwatYiFA14CQkJmDFjBkaMGIHvvvtOdpFFYGAghg0bhpUrVypYoXOY0qMR2oR4ydqmrk1CdrGhmjWIiIjqbmNiFn44dlXW9lqfxmha30OhitRH0YC3aNEiPProo1i6dCn69+9f6f0OHTrg5MmTClTmXHRaDT58MAbaCr80peWV4s0KF2AQERFZQm6JAdPWJcna2oV644VuDRWqSJ0UDXjJycm4//77q30/ICAA165ds2FFzuueMB9M7t5I1vbFoXRsS75ezRpERES1985v53Apt9T8WisBi+Kj4aLh1KwlKRrwAgICcOXKlWrfP378OMLCwmxYkXN7pU9jxATKh8cnrUlCfqll70NIRETOaU9qDv6z77Ks7YVuDXFPmI9CFamXogEvLi4OS5curXKU7siRI1i2bBmGDRumQGXOyd1Fg8XxMaj4O9T57GK881uKYjUREZE6FBtMmLQmERUfaRAZ4I7X+jRWrCY1UzTgzZkzB5IkoU2bNnjttdcgSRKWL1+O4cOHo3PnzggLC8PMmTOVLNHpdGnkh2e7NJC1Ld17GXtSbfP0DyIiUqcF21ORmFkka1s4NAYeOq1CFambogEvNDQU+/fvx9ChQ/HTTz9BCIEVK1Zg/fr1ePLJJ7F7927Ur19fyRKd0sx+TdDY3938WgCYuDoRxRUea0ZERHSnjmcU4IOdF2RtozqEonekv0IVqZ/i98ELCgrC0qVLkZWVhYyMDKSlpeH69ev45JNPEBTER2YpwctVi0VDo2VtSVlF+Pu28wpVREREjspoEpi0OhEGU/nkbKi3K95+IErBqtRP8YBXpri4GKWlpQgICIBGYzdlOa0+UQEY3VF+N/FFuy7gcFpeNWsQERFVlrD3Eg5clv/seG9IM/i72/RpqU5H8ST1+++/o2fPnvDx8UFERAR27NgB4MaTLO6//3788ssvClfovN4eEIVwH1fza6MAnl+ViFIjp2qJiKhm564XYe6Wc7K2+BaBiG8RqExBTkTRgLd161YMGDAA2dnZeOGFFyo9yQIA/vOf/yhVntPzc3fBv+LkU7VVnUdBRER0KyEEpq5NQqG+fFDAz90F7w1uqmBVzkPRgDdz5kx06NABhw8fxhtvvFHp/T59+mDfvn0KVEZlBsXUx2Ntg2Vt7/2eipNXChSqiIiIHME3RzKwJTlb1vbOA5EI9XFTqCLnomjAO3DgAEaOHAkXFxdIVTxcODw8HOnp6QpURhXNi22KQE+d+bXeJPDCqkQYTeI2axERkbO6kl+K1zfKH3fZu4k/Rt4TWs0aZGmKBjxXV1fo9fpq37948SJ8fX1tWBFVpb6nDguGNJO1HbichyV/XFKoIiIismevbjiL7GKD+bW7iwYfDI2ucjCHrEPRgNe9e3esXLmyyvfy8/OxfPly9O3b17ZFUZWGtQzE0BbyexLO3XIOZ7OKqlmDiIic0brTWfj5xFVZ2+t9GyOqnkc1a5A1KBrw3nrrLRw6dAixsbFYvXo1AODgwYNISEhAx44dce3aNT7Jwk5IkoQFg5vBr8Jl7cUGEyauToRJcKqWiIiAnGIDXlqXJGu7J8wbE7o2VKgi56VowLvvvvuwYcMGnD9/Hk8//TQA4JVXXsGECRMAAOvXr0ebNm2ULJEqCPVxw7xY+Y0pd6Xm4NMDaQpVRERE9uStzSm4nFdqfq2VgEXxMXDRcGrW1hS/y2CfPn1w6tQp/Pnnn0hMTITJZELTpk3RqVMnztXboSfaheCnY1fx69nr5rZZv6ZgYHQ9NPJzv82aRESkZrvO52D5Lb/wT+reCO1CvRWqyLkpGvAiIyPRp08f9O7dGz179sSjjz6qZDl0ByRJwvtDo9HtowPILzUCAPJLjZiyJgk/jGjDUE5E5ISKDSZMWpMoa2tazwOv9I5QqCJSdIq2Z8+e2LZtG8aOHYuWLVsiLCwMjz76KBYvXow///xTydLoNhr5ueOtAZGyts1nr+ObIxkKVUREREp67/fzOHPLRXcLh0bDQ6dVqCJSNOB9+eWXSElJQWpqKr788ks89NBDOHXqFKZMmYKOHTsiICAA8fHxSpZI1fhbpzB0j/CTtU3fmIz0vBKFKiIiIiUcTc/Hwl0XZW1jOoaiZxN/hSoiwA6eRQsADRs2xIgRI/DRRx/h999/xyeffIKYmBjk5ORg3bp1td7ekiVLEBkZCXd3d3Tq1Anbt2+3QtXOTSNJWBwfA3eX8m+hnGIDXlp/RvbIOSIiUi+DSWDSmkQYKtz4PszHFW8NiLrNWmQLige8jIwMrFy5EhMnTkT79u0RFBSE8ePHo169enj11VfNt0+5U9999x0mT56M119/HYcOHUL37t0xePBgpKamWqkHzqtpfQ+80a+JrG3NqSz872SmIvUQEZFtffTHJRy6nC9rWzBEfkstUoYkFBxuad68Oc6cOQMvLy907doVvXr1Qq9evdC1a1e4u9ftiswuXbqgXbt2WLZsmbktOjoajzzyCObNmwcAyMnJsUj9NcnIyEBISIhNPkspRpPAwOWHceBynrktyEuHPc/di/oVHm9mCc6wP22J+9OyuD8ti/vTsqyxP1OuFaF7wgEUGUzmtodaBeKzR1pZ9HPskS2/P/38/GpeqAqKjuAlJSVBkiT07dsXQ4YMQVxcHPr06VPncFdaWooDBw5g4MCBsvaBAwdi165dliiZbqHVSPjwwRjoKtzj6GqBHtM3nlWwKiIisiYhBCavSZKFO393F/x9ULPbrEW2pGjAO3XqFBISEhAQEICFCxfi3nvvRUBAAIYMGYL58+dj165dMBgMNW/opszMTBiNxkqpOiQkBOnp6ZYun25qGeyFl2+5FP77o1ewMTFLoYqIiMiavv4zA7+fy5a1zRkYhRBvV4UqolspOkkeExODmJgYjB07FgBw8eJF/P7779i+fTs++eQTvPHGG/Dw8EB+fn4NW6q7jAzr3drj2rVrVtu2vRnRzA0/HnHD6WvlV9FOWn0aax9tAh83y1wm70z70xa4Py2L+9OyuD8ty5L782qhAa9vSJG1dW/giQGh1v2Zak+s/f1pielfuzkLMi8vD0ePHsXRo0fx559/IjU1FUIIlJaW1rzyTYGBgdBqtZW+wTIyMhAaGlrlOtaeQ3emc0g+ftgL939yCMabZ3VmFBiw+Eg+Fg6NsdhnONP+tAXuT8vi/rQs7k/LstT+fGXlCeSWlk/NerhosOTh1ggN8LDI9h2FvX9/KjpF+/PPP2Pq1Kno1KkT6tWrh7i4OCxatAgeHh6YPn06Nm3ahOzs7Jo3dJOrqys6deqETZs2ydo3bdqE7t27W7p8usU94T6Y1L2RrO3zg+nYlnK9mjWIiMiRrDmVWelOCa/3a4ImThbuHIGiI3h//etfERAQgB49emD48OHo1asX7r33Xri41L2sadOmYeTIkejcuTN69OiBhIQEXL58GePHj7dg5VSdV/s0xppTmUiqcEfzSauTsGt8J3i58o7mRESOKrvYgJfWnZG1dQj3xnNdGihUEd2OogHvyJEjaNOmjUW3+fjjjyMrKwtz5sxBWloa2rRpg3Xr1qFx48YW/RyqmruLBovjYzD4sz9Rdv+d89nFeGfLOcyPbapobUREVHezf01Gen75aVMumhs3vHfR8Bnk9kjRKVpLh7syEyZMwLlz51BSUoIDBw6gd+/eVvkcqlrXCD/8X+dwWdvHf1zCHxdsc/9BIiKyrB3nsvHZQfndKKZ0b4g2Id4KVUQ1UfxJFqROM/tHIsLfzfxaAHhhVSKKK9wziYiI7F+R3ojJa5JkbdH1PfBSb86M2TMGPLIKb1ctFt9y9WxSVhH+se28QhUREVFd/OP3VJy9ViRrWzhU/ixysj/86pDV9IkKwKgO8tvTLNx1AYfT8qpZg4iI7MmfaflYtOuCrO2Ze8PQvXHdHp9FtsOAR1b1zgNRCPMpv7O5UdyYqtUbOVVLRGTPDCaBSWsSzfc2BYBwH1fMuj9SuaLojjHgkVX5ubvg/bhoWduxjAJ8sPNCNWsQEZE9WLLnIv5Mkz9J6p9DouHrZjfPSKDbYMAjqxsUUx+PtgmStb23PRUnrxQoVBEREd1O8rUivLtVfs70w62DMLh5fYUqou5pakgAACAASURBVNpiwCObmD+oGQI9debXpUaBiasTYTSJ26xFRES2JoTA5DXyux4EeLjg74N4L1NHwoBHNlHfU4f3BjeTte2/lIeP/rikUEVERFSVLw+lY/s5+X1L5w6MQpCXazVrkD1iwCObeahVIOJuGd6fu+Uckm+5/J6IiJSRnleCGZuSZW39owLwRLsQhSqiumLAI5uRJAn/HNIMfu7lJ+gWGUyYuDoRJsGpWiIipb28/ixyS4zm1546Dd4fGg1J4uPIHA0DHtlUqI8b3h0YJWvbeT4Hnx1IU6giIiICgFUnM7H6VKasbUa/Jmjs765MQXRXGPDI5ka0D8H9TQNkbbN+TcGFnGKFKiIicm7ZRXq8vP6MrK1TuA+e7dxAoYrobjHgkc1JkoT346Lh7ao1t+WVGjF1TRIEp2qJiGzuzV9TkJFfan7topGwKD4GWg2nZh0VAx4pIsLfHbNvuRv6r2ev49sjVxSqiIjIOf2eko0vDqXL2qb2aITWIV4KVUSWwIBHinn63jB0j5A/z3D6xrOy3yKJiMh6CvVGTF6TKGuLCfTAS70iFKqILIUBjxSjkSQsjo+Bu0v5t2F2sQEvrTtzm7WIiMhS5m89j5Tr5ec/SwAWDY2BmwvjgaPjV5AU1bS+B97o21jWtvpUJv534qpCFREROYfDaXn4cM9FWdvY+8LR9ZaZFXJMDHikuOe6NkTHcB9Z20vrz+BaoV6hioiI1E1vLLsHaXlbQ183vNm/iWI1kWUx4JHiXDQSPnwwBroKV2tdLdDjtY1nFayKiEi9Ptx9EUfTC2Rt/xzSDD5uLtWsQY6GAY/sQqtgr0on9X5/9Ao2JmYpVBERkTqdzSrC/G3nZW2PtAlCbEz9atYgR8SAR3Zjas9GaBUsvyx/6tok5BQbFKqIiEhdTEJg0ppElBjL52brebhgfmxTBasia2DAI7vhqtVgyYMx0Fa4r+blvFLM+jW5+pWIiOiOfXEwHTvP58ja5sU2RaCXq0IVkbUw4JFduSfcBxO7NZK1fXYwHdtSritUERGROlzOLcGbt/zCPKBpAB5rG6xQRWRNDHhkd17tE4Fm9T1kbZNWJ6FQb1KoIiIixyaEwEvrzyC3xGhu89Jp8K+4aEgSH0emRgx4ZHc8dFp8GB+Div/lnM8uxgf7MhWriYjIkW1Myce60/KL1mb2j0SEv7tCFZG18XposktdI/wwrnM4lu69bG774uh1NA5KRaCXDh4uWrjrNPBw0cDdRQMPnQbuLlp46DRwc7nZrrvxnoa/nRKRE7tepMc7OzJkbfc18MG4+8IVqohsgQGP7Nab/SOxITELqdklAAAB4O3fztV6O25aCe46rTn0VQx/ZUHRXRYUy5bRytvKQqTLzRCpk69T9hmuWolTHkRkN2ZsSkZmUfnUrE4jYVF8DLQa/j+lZgx4ZLe8XbVYNDQGD3119K62U2IUKDEakFPzohYhAZVCobtOA3etPGDKQuQtbZVCpDmUaisFSw+dFi78j5qIbhJC4FqRAZdyS3DgUi6+PiwfvZvWsxFa3nJLKlIfBjyya32jAjD23jD8Z3+a0qXcMQGgUG+6cVFIkW0+00UjmUOhPERqbxllLA+R+uJC+HoXQiMBGkmCRgK0Gqn83zf/1txs095cTqu58bdkXqa8Tb5O+fuVt1d53bLlat6evM5ba9dWaONIKqmNSQhcyS/F5dxSXMorweXcEqTlluJyXgku5d54fTm3RHafu4paBHliWs+IKt8jdWHAI7v3j8HNcF9DX+xJvgKNqzuK9CaUGEwoMphQrDehyGBEsfnfFf82VvufnNoYTAJ5pUbklRprXlhG3befkVAW/CAPf1UGRnnQ1FZYRqoidGorhEitBnAxGdCwfg6CvXQI9HJFsJcOQV6uCPbWIdjLFf4eLjwflG7LYBJIzyvB5UqBrRSXc0twKa8E6XmlMJjq9v+aBGDR0Bi4ufD6SmfAgEd2TyNJeLxdCPqGACEhIbVa1ySEOfwVG278KdKbUGww3vz7lqCor7hMxXWM8vayEFlhO2Vtdf3PlyxPABW+Hjb4uqQWVPuWi0ZCoKcOQTcDX1BZAPTSIci7PBAG3QyInHZXlxKDCWkVwtvl3LIAdyO8Xc4rQUZ+Kaz538fzXRuicyNf630A2RUGPFI1jSTBU6eFp05rs880mMpCpfGWEcVbQmSF90oqhsgKgbS6MFrWVjaSyUxp/wwmgfT8UqTnlwKoPggCN0Za6nnqZKOAslFBLx2CvV0R6HUjLHJERlmFemOVga3sdVpeCa4W6G1ak6+bFmE+bgj3dUW4rxta+gETekfatAZSFgMekYW5aCR4u2rh7WqbUCmEgN4kykOgvpop61umsq/l5MLLyxtGk4BJAEZx42+T7HX5v4XAzWUFjOLG6GjZuublKryWr1O+PaPpRs3GiutVek++vRvbqtxWXm/lmhw58woAWYV6ZBXqcfJqYY3L+7ppEex9y6jgzWBYNioY7OWKIG9Xm31fqkVuicF8XtulCuGt4utsGz8vO8DDBeG+bmhQIcCVv3ZDmK8rfN3kP94zMjJ4ioCTYcAjcnCSJMFVK8FVq4FfLdbLyMio9ZS3IykLhDUHUnnYvDXgGk1VB1ZThSBqMgmkZmShVOeJK/mluFqgv/mnFFcKSnE1X1+H8yPvXG6JEbklRTiTVfNVPZ46jTn0VQyBFaeIg29OGfu5u6j2QhUhBLKLDbJRt0sVwltZmzW/blUJ8tLdCGw+bmhQIbzdeH0jvNlyRoIcFwMeEamSdPOiCi0k6GzweRlepbcNzEV6Y3noyy8Lfzf+vlqgNwfDKwWluF5kvRGhQr0J57OLcT67uMZldRrpRhD0rjg97Iogb135qODNkFjPQ2c391UzCYHMAr35wgRZgLsZ4tJyS1FksN3jDzUSEOpdIbD5uqGBjyvCboa3cF9XhPm4cbqdLIYBj4jIBjx0WkT4a+/o0VB6owmZhfoKQbAUmQU3Xl8pKDWHw8wCPTILSmGti8X1JoHLeaW4nFda47IaCajvKT9HMMjr1iniG38Heungqq1bkDGaBDLySyuFN/M06s3wprfhiakuGglhPq5oUGG0Ldy3wmtfN4R488IZsi0GPCIiO6PTahDm44YwH7calzUJgWuF+hujgfmluFooHw28mq/H1cIbf18pKEWpldKgScA8NX3iDpb3d3epMD1cdsFIWTB0RUZmLvKT9bLwdvnmbUJsefcjN61UPuJWIbyZX/u6IchLx/PbyO4w4BEROTCNJCHQyxWBXq5ADU8nEEIgp8R4IwgWlE8T3wiE5ecO3giGpSjQW28KM7vYgOxiAxIzbXQ38Cp46TRo4FcW2spCnKvsdT0P9Z6HSOrGgEdE5CQkSYK/uwv83V0QHVjz8gWlxvJzBMtGAyucO1g2hXy1QG/zK0lr4ufuUimshfu6mq80Dfd1g6+bluGNVIsBj4iIquTlqoWXqweaBHjUuGyp0XRjBDC/qotHytputGcW6O/qNjaBnjeuNJWd91YhvIX5uvF2MOT0GPCIiOiuuWo1aHDzvLSaGE0CWYX68otHbrmyOLOgFMKgR1Swb4URtxthLtTHDe680pSoRgx4RERkU1qNdONee96u1S6j9vs0Elkbfw0iIiIiUhkGPCIiIiKVYcAjIiIiUhlJCOHIz+Suk5ycHKVLICIiIqqRn19tnjJejiN4RERERCrDgEdERESkMk45RUtERESkZhzBU4i3tzc+++wzpctQjf3790OSJJw7d07pUlTl4sWLkCQJe/bsUboUm7GX76UFCxagSZMmitZwO+fOnYMkSdi/f7/SpQAAMjMzIUkStm7dqnQpimjYsCE++OCD2y7j7u6Or776ykYVUUVK/Mx36oB39epVTJgwAU2aNMH/s3ffUVGcXx/Av7vALktHQBCRJqCgYsWCDXsSSzQaNRpFNGii/qKxRKOxG2sSY0w0asQaY0/shdgAe0NFkaKISBVFitL3vn/4MjoUBVxYyv2cwznuM2XvPgw716eNXC6Hubk5unTpAl9fX3WHVqmMGDECEokEo0aNKrBt2rRpkEgk6NWrlxoiqxwkEslbf0aMGKHuENVu7dq10NXVRVZWllCWlZUFHR0dNGzYULRveHg4JBIJTp48Wd5hVhl8TapX3ndq/p/AwMAij7lx4wZGjx5djlFWDO97Hz9z5gwkEgkSExPLONLyV62fZNG/f3+8fPkSGzZsgIODAxISEnD27Fk8ffpU3aFVOnXq1MGuXbvw66+/QldXFwCQk5ODLVu2wNraWs3RVWyxsbHCvw8dOgRvb29RmULx7ueAVnWdOnXCy5cvcfnyZbRr1w4AcOnSJRgaGiIsLAxPnjyBmZkZAOD06dOQy+Vo27atOkOu1IpzTSYlJZXZ+2dnZ0NLS6vMzl8ZdO3aFVu3bhWVmZqaFtgvKysLMplMuP6rm4p0H8/7XVQU1bYF7/nz5/D398eSJUvQpUsX2NjYwM3NDVOmTMHgwYMBALa2tvjxxx9Fx3l4eGD8+PHCa1tbWyxcuBBjxoyBgYEBrKyssHz5ctEx4eHh8PDwgLa2NurVq4dDhw4ViGf69OmoV68eFAoFbG1t8e233yIjIwPAq64QqVRaoCtk/fr1MDU1FbVqqIurqyscHR2xa9cuoezw4cPQ1taGh4eHUKZUKrFgwQLUqVMHcrkcjRo1wv79+4Xted0+e/fuRbdu3aCjowMXF5cC/xs7duwY6tevD21tbbRv3x6hoaGi7U+fPsVnn30GKysrKBQKNGjQABs3bhS2b9myBSYmJsjMzBQdN3ToUPTp00cVVVJsFhYWwo+RkVGBMkNDQ9y7dw8SiQRBQUHCcRkZGZBIJKLrKTIyEp9++imMjIxQo0YN9OnTBxEREcL2iIgI9OrVC8bGxtDV1YWLiwv27dsnbL9w4QKaNGkCbW1ttGjRAtevXxfFmpmZCS8vL9ja2kKhUMDJyQkrVqxA3lDeEydOQC6XF/hynTx5Mlq2bFnqOnJycoKlpSVOnz4tlJ0+fRpdunRBixYtRN1yp0+fRps2baCtrY2srCxMmzYNVlZW0NHRgZubG44fPy4697uupU2bNkFPTw8nT55Ew4YNoauri06dOonqFQAOHjyI5s2bQ1tbG3Z2dpg5c6bob3Pfvn1wdXWFQqFAjRo10LFjR8THxwvbly1bBgsLC+jp6WH48OFIS0sTnf/KlSvo3r07TE1NYWBggHbt2uHChQvC9pEjRxZoKVcqlbC2tsbPP/9czJp+pTjXZJ7IyMgi/1YLax3J37Wbt8+RI0fQsmVLyGQyHD9+HFFRUfj4449Ro0YN6OjooH79+tixY4eoPvLqu2nTprh06ZLoM+Tm5mLUqFGws7ODQqGAo6Mjli1bBqVSCQDw8/ODlpYW4uLiRMfNnDkTrq6uJaqvsiCXy0V1bmFhAU1NTbRr1w7jx4/HpEmTYGZmho4dOwIo2EUbGhqKDh06QFtbG/Xr18fRo0cLvMeUKVPg5OQEhUIBOzs7TJ8+XfhOvH//PqRSaYFWwzVr1sDc3BzZ2dll+OmLpzj38W3btsHNzQ36+vqoWbMmPv30U0RHRwN4dS126tQJAGBmZiZqnc5/rwdetay++Tfm4eGBr776ClOmTIGZmZnwn8qKcs+vtgmenp4e9PT0cODAAaFSS2vFihVo1KgRrl+/jmnTpuHbb78VvniVSiX69esHpVKJCxcuwMfHB3Pnzi2QWOjq6sLHxwfBwcFYvXo1duzYgR9++AHAqySyW7du8PHxER3j4+ODYcOGVZj/MYwaNUoUo4+PD7y8vCCRSISylStXYvny5Vi6dClu376Nfv364ZNPPinwJTJz5kx8/fXXuHnzJtzc3DB48GDhhhcVFYW+ffuiW7duCAwMxP/+9z98++23ouMzMjLQrFkzHDp0CHfu3MGECRMwZswYodvu008/hVKpFCWXycnJ+Oeffwrtaq4MUlNT4eHhAWNjY/j7++PcuXMwMjJCt27dhOtt9OjRICL4+fnh9u3b+PHHH2FgYADg1efv2bMnGjRogGvXrmH+/PmYPHmy6D1ycnJga2uLPXv24O7du5g3bx5mz56N7du3AwC6desGS0tL/PXXX8Ix2dnZ2LZt23vXa6dOnQokeB4eHvDw8BCVnzlzRvjS9vLywtmzZ7F9+3YEBQXB09MTvXv3xs2bNwEU71oCXiW2ixcvho+PDy5cuIDnz5/jyy+/FLYfP34cQ4cOxfjx43Hnzh34+Phgz549mDFjBgAgLi4OgwcPhqenJ4KDg+Hn54dhw4YJx+/atQvff/895s2bh+vXr6NevXoFkrLU1FQMGzYM/v7+uHz5Mpo0aYKPPvpISKa9vb1x7NgxUUubr68v4uLiRO+lam/7Wy2JadOmYeHChbh37x5atWqFsWPH4uXLlzh9+jTu3LmDX375RUg209LS0LNnT9jb2+Pq1atYsmQJpkyZIjqfUqlE7dq1sWvXLgQHB+OHH37AokWLhP/odejQAXXr1sWWLVtEx2zZsqXCfwds3rwZmpqaCAgIKHBfAF4ltx9//DE0NDRw8eJF/Pnnn5g1a1aBpMzAwACbNm1CcHAwfvvtN2zbtg1LliwBANStWxedOnUq9L4zfPjwCtHCWpz7eFZWFubNm4ebN2/i0KFDSExMxGeffQbgVc/T3r17AQB37txBbGwsVq5cWaIYtm3bBiKCv78/tmzZUrHu+VSN7dmzh4yNjUkul1Pr1q1p8uTJdPHiRWG7jY0NLV++XHRMx44dady4caJ9Bg8eLNrHwcGBFixYQEREx48fJ6lUSpGRkcJ2f39/AkAbN24sMrY1a9ZQ3bp1hde7d+8mIyMjSk9PJyKiu3fvEgC6fft2yT+4inl6elLPnj3p2bNnpK2tTaGhoRQbG0symYwiIyOF7URElpaWNG/ePNHxHTt2pKFDhxIRUUREBAGgP/74Q9j++PFjAkD+/v5ERPTdd9+Ro6MjKZVKYZ8FCxYQAIqIiCgyzkGDBtGoUaOE1+PGjaMePXoIr1evXk3m5uaUnZ1d+sp4T7t376bC/iyDg4ML/L7T09MJAB08eJCIiH7//Xdq0KCB6LisrCzS09Oj/fv3ExGRo6MjLVmypND3XrlyJZmamgrXGBHR+vXrCQBduHChyJgnTJgg/H6JXv0umjRpIrzet28f6ejoUHJy8ts++jv9+eefpK2tTRkZGZSenk5yuZzCwsLo+PHjVL9+fSJ6XU/+/v4UHh5OEolE9LdHRPTxxx/TV199RUTFu5Y2btxIAOjevXvCPtu2bSOZTCYc1759e5o/f77off755x/S1dUlpVJJ165dIwD08OHDQj9bmzZt6IsvvhCVdenShWxsbIqsD6VSSRYWFrR161ahrEGDBrR48WLh9cCBA6l///5FnqM4iromi/O3evr0aQJAT548KXDclStXRPvs2bNHdP5GjRrR3LlzC41p7dq1ZGhoSKmpqULZ1q1bCQCdPn26yM8ybdo06tKli/B6+fLlwrVDRHTkyBGSyWSUmJhY5DnKg6enJ2loaJCurq7w88EHHxARUdu2balp06YFjqlduzatWLGCiIgOHz5MGhoa9PjxY2F7Xj2/eb3kt2rVKqpXr57w+u+//yYTExPKzMwkIqLbt28TAAoODlbJ51SFd93H88v7joiKiiKiwq9RooL3eiIS3cvy9mnUqJFon4p0z6+2LXjAq777mJgYHDx4EB9++CHOnz+P1q1bY9GiRSU6T/7mfEtLSyQkJAAAgoODUbt2bdE4tFatWkEqFVf9nj170K5dO6GL5ptvvsGjR4+E7R9//DFkMpnQnebj44OWLVsWGGCuTsbGxujXrx98fHywefNmeHh4iD53SkoKYmJiCoyNateuHe7evSsqe7NOLS0tAUBUp61btxa1DLZp00Z0fG5uLn744Qe4urrCxMQEenp62Ldvn6hOvb294evri8ePHwN4Vaeenp7Q1KycQ1OvXbuGe/fuCf+r1dPTg7GxMV68eIH79+8DACZOnIjvv/8ebdu2xezZs0Utp8HBwWjatCm0tbWFsvz1CgCrVq1C8+bNYWZmBj09PaxZs0ZUr15eXrh9+7bQvevj44MBAwYILYWl1blzZ2RkZODChQu4cOECzMzM4ODggLZt2+L+/fuIi4vD6dOnoaOjg1atWuH69esgIri4uIjq5PDhw0J9FOdaAl51l9WrV094bWlpiaysLGEc2rVr1/DDDz+I3mfIkCF48eIF4uLi0LhxY3Tt2hUNGzZE//79sWbNGjx58kQ4X3BwcIH3zf86ISEBY8aMgZOTEwwNDaGvr4+EhIQC13ReC9WzZ8+wf//+Mm+Netvfakm0aNFC9HrChAlYuHAh2rRpg++//x7Xrl0TtgUHB8PV1RV6enpCWWG/tz/++AMtWrQQrtUVK1aI6svT0xMPHjzA+fPnAby6Vvv27QsTE5MSx69qHTp0QGBgoPDz559/CtuaN2/+1mODg4NhbW2N2rVrC2X5r3MA2LlzJ9q2bSvcd6ZMmSKqn379+gEA/v33XwDAhg0b4O7ujvr167/351OVd93Hr1+/jo8//hg2NjbQ19cXrrM3P+f7yP+7qEj3/Gqd4AGvpo1369YNs2fPxvnz5zFq1CjMnTsXWVlZkEqlwtiiPIWNO8jfVC2RSIRxHsVx8eJFDB48GD169MDBgwdx48YNLFy4UPReWlpaGD58OHx8fJCTk4OtW7dWyG6EkSNHYsuWLfDx8cHIkSOLfVz+L5436zRvW0nq9Mcff8RPP/2EqVOn4uTJkwgMDETfvn1FYxcaN26MZs2aYdOmTQgKCsLVq1dLFHN5yvtyePN6zH8tKpVKtGrVSnRTCAwMRGhoKLy8vAAAY8eOxf379zFs2DDcvXsXLVu2FLpkimPz5s2YNm0avL29ceLECQQGBuKLL74Q1Wvt2rXx4YcfwsfHB3FxcTh27JhKrlU7OzvY2NjgzJkzOHPmjDD2SFdXF82bNxfK27VrBy0tLSiVSkgkEly5ckVUH8HBwYV2a71N/qQ//zWpVCoxZ84c0fvcunULYWFhMDMzg4aGBk6cOIETJ07A1dUVGzZsgKOjo9BVXByenp64cuUKVqxYgfPnzyMwMBBWVlaiuh82bBgiIyMREBCAv/76C2ZmZujRo0eJPmtJve1vtTjXbZ68yVl5Ro0ahYiICHh5eSE0NBTu7u6YO3dusePauXMnJk6ciBEjRuD48eMIDAzE2LFjRfVlZmaGPn36wMfHB0+fPsWBAwcqzPeqjo4OHBwchJ83k7X8dVUaAQEBGDp0KD766CPhvjN//nxR/cjlcgwbNgw+Pj4qG2pRFoq6jycnJ6NHjx7Q0dHB1q1bceXKFRw7dgwA3jmOrbj3/9L8Lsrrnl85myrKkIuLC3JycpCRkQEzMzPReJaMjAzcu3cPTZs2Lfb5nJ2dER0djaioKNSpUwcAcPnyZVGycu7cOdSuXRuzZs0SyiIjIwuc64svvoCLiwtWr16N1NRUYRBpRdKlSxfIZDIkJiaib9++om0GBgawtLTEuXPn0KVLF6E8ICAALi4uxX4PZ2dn7N27F0Qk3FDyr9MWEBCA3r17C2OPiAihoaHCGJ483t7eWLZsGRITE9G2bVtRK01FkjdDLjY2Fo0aNQKAAuMW88YcmpubQ19fv8hzWVtb48svv8SXX36JefPmYd26dZg+fbpQr5mZmZDL5QAKr9f27duLxp+FhYUVeA9vb2+MGDECNWvWhK2tLTp06FC6D55P3jg8IsLw4cOFcg8PD5w6dQpnzpzBpEmTAABNmzYFESEuLk4Yk5dfca6l4mjWrBnu3bsHBweHIveRSCRo06YN2rRpg9mzZ6NBgwbYuXMnGjduDGdnZ1y8eFH0H4zC6v7XX39Fz549AQDx8fGi7ycAqFGjBj755BP4+Pjgxo0b8PT0LNByUJ7evG7z/v22pT7ys7KywujRozF69GgsXboUK1euxNy5c+Hs7IxNmzbhxYsXwg22sPpq1aqVaKB8Xsvtm7y9vTFgwADY29vDwsICXbt2LfHnrGicnZ3x6NEjxMTECK2qly5dEiUs586dg42NDWbOnCmUFbb2o7e3N1xdXbF69WpkZGRg4MCBZR7/+8q7jwcGBiIxMRGLFi2CnZ0dAIgmlQEQxrPl5uaKyvPf/wHg5s2b71ybskLd84vdmVvFJCYmUqdOnWjr1q108+ZNevDgAe3atYvMzc2pa9euREQ0ffp0qlmzJp0+fZqCgoLos88+IwMDgwJj8N42Ti83N5dcXFzIw8ODbty4QefPnyc3NzfS1NQU+uMPHDhAGhoatG3bNrp//z6tXr2aTE1NCx330qFDB5LJZDR8+PAyqpmSyz8uISUlRTTe6s3tK1asIH19fdq+fTuFhITQrFmzSCqVUmBgIBEVHJ+TBwDt3r2biIgiIyNJJpPR119/Tffu3aPdu3eTlZWVaNzUpEmTqHbt2uTv70/BwcE0duxYMjAwoI4dO4rOm5KSQrq6uiSTycjHx0fVVVNiRY13IiJq0qQJeXh40N27d8nPz4/c3d1FY/CSk5PJzs6OOnfuTH5+fvTgwQM6c+YMff3118LYr3HjxtHx48fpwYMHdO3aNWrbtq3wu0lKSiIjIyP6/PPP6c6dO3TkyBFycnISjcFbtmwZGRoa0okTJygkJIS+//57MjAwEI3bISLKyckhS0tLkslktGjRIpXVz+bNm0kmk5FMJqOwsDCh/OjRo6Svr08A6NKlS0L50KFDydramnbv3k3379+nK1eu0PLly2nv3r1EVLxraePGjaSrqyuKI/+4nWPHjpGmpibNmjWLbt++TcHBwbR7926aOnUqERFduHCBFixYQJcvX6bIyEj6999/SU9PTxgPtWPHDpLJZLRu3ToKDQ2lRYsWkb6+vmgMXrNmzahz5850584dunz5Mnl4pi27ZAAAIABJREFUeJCuri7NmTNHFNupU6dIJpORRCKh+/fvv3edv2sM3tv+VrOysqhOnTrUr18/CgkJoePHj5Orq2uhY/Dyj4H6+uuv6ejRo3T//n26ceMGeXh4COPnUlNTydTUlAYOHEhBQUF04sQJcnZ2Fo3B+/XXX0lPT4+OHDlCoaGhNH/+fDIwMCgwrlGpVJKtrS3JZDKaPXv2e9eXKuT/Tn1T27ZtacKECQXK3xyDl5OTQ/Xq1aPOnTtTYGAgBQQEUIsWLUgqlQrX3L59+0hTU5O2b99O4eHhtGrVKjIxMSENDY0C53Z3dyeZTEYjR45U4ad8f++6jyckJJBcLqdJkybR/fv36dChQ+Ti4iK6Th4/fkwSiYQ2bNhACQkJwrjOP/74g7S1tWn//v107949+uabb8jAwKDAGLz84/Qq0j2/2iZ4GRkZ9N1331GLFi3IyMiIFAoFOTg40DfffENPnz4lolc3zMGDB5OBgQFZWlrS77//Xugki3dNxAgJCRF+SQ4ODrR//37S1dUVDbicPn06mZqakq6uLvXr149Wr15d6C978+bNBIDOnj2r4hopvbd9GeXfnpubS/PnzycrKyvS0tKihg0b0j///CPsW5ybBhHRoUOHyMnJieRyObm7u9O2bdtEN+Vnz55Rv379SE9Pj8zMzGjq1Kn01VdfFUjwiIi8vLxIX1+f0tLS3qMWVONtCd6tW7eoVatWpFAoqHHjxsKNMS/BIyKKjo6mzz//nExNTUkul5OdnR198cUXlJSUREREo0ePJnt7e5LL5WRmZkZDhgyhuLg44Xh/f39ydXUlmUxGTZo0oX/++UeU4KWnp9Pw4cPJ0NCQjIyMaPTo0TRz5swCCR7RqwkMGhoaFB0drbL6efToEQEgKysrUXlqaippamqSgYEB5eTkCOVZWVk0Z84csrOzIy0tLTI3N6fevXvT1atXhX3edS0VJ8EjejW4ul27dqRQKEhfX5+aN29Oq1atIqJXA6Q/+OADqlmzJslkMqpbty4tXbpUdM5FixaRmZkZ6erq0meffUZz5swRJSOBgYHUsmVL0tbWJnt7e9qyZQs1aNCgQIKnVCrJ3t6eOnXqVOL6Lcz7JHhEROfOnaPGjRuTtrY2tW7dmg4dOlSsBG/8+PHk4OBAcrmcTE1NadCgQaJJAxcvXqSmTZuSTCYjV1dXOnDggOjGnZmZSSNHjiQjIyMyNDSkkSNH0rx58wqduDJv3jySSCRvnaRVnt43wSN6NZmgXbt2JJPJyNHRkQ4dOkRyuVw0yWLq1KlkampKenp61L9/f/rtt98KTfA2bNhAAOjcuXMq+HSqU5z7+I4dO4TvPDc3Nzp27FiByTjz588nCwsLkkgk5OnpSUSvvjvGjh1LJiYmZGJiQrNnzy50kkX+BI+o4tzz+Vm0lczSpUuxYcOGAmt1sdL78MMPYWVlhfXr16s7lCrFy8sLiYmJOHjwoLpDqVbS09NRu3ZtrFq1CkOHDlV3OJXCV199hfDwcH6KURF++OEH/PXXXwUmw7Gy9z73fB6DV0mkpaUhMjISK1euFI2ZYKWXlJQEf39/nDhxokSD3dnbJScn4+bNm/j7779x+PBhdYdTbSiVSiQmJmLlypVQKBSVYqyUuiUnJ+Pu3bvYsmWLaJF29kpaWhoiIiKwatUqzJs3T93hVCsqueeXuM2PqYWnpyfJZDIaMGCAWtdpq0psbGxIX1+/yHXhWOm0atWKdHR0aPLkyeoOpVrJ6zK1srKi48ePqzucSqFjx46kUCho/Pjx6g6lQho6dCjJ5XIaOHCgaOgDK3uquOdzFy1jjDHGWBVT7dfBY4wxxhirajjBY4wxxhirYjjBY4wxxhirYjjBY4yx96BUKjFjxgxYW1tDKpUWeIJLRTR37lxIJBLExcWpOxTGWBnhBI8xpjabNm2CRCIRfrS1tWFpaYkePXrg119/RWpqqrpDfKft27dj8eLF6NOnDzZv3oxvvvlG3SExxhivg8cYU7+5c+eibt26yM7ORlxcHM6cOYOJEyfi559/xoEDB+Dq6qruEIt05swZGBsb47ffflN3KIwxJuAEjzGmdj169EDr1q2F19999x1OnTqFXr16oU+fPggODoZCoVBjhEVLSEiAgYGBusNgjDER7qJljFVInTt3xqxZsxAZGYlt27YJ5bdu3YKXlxfq1q0LbW1tmJqaYvDgwXj06JGwT1hYGCQSCX7++ecC57116xYkEgnWrFnz1vd/+fIlpk6dCmtra8jlcjg6OmLJkiVQKpUAgIcPH0IikeDgwYOIjIwUupnPnDlT6PlWrVoFqVSKxMREoWzt2rWQSCTw9vYW7WttbQ1PT09R2fbt2+Hm5gaFQgFjY2N8+umniIiIKPA+V65cwUcffQRDQ0MoFAq0a9cOp0+ffutnBYCYmBi4uLjA0dFRVJeMscqJEzzGWIU1bNgwAMCJEyeEMl9fX4SEhGD48OFYtWoVvvjiCxw7dgweHh54+fIlAMDR0RFt2rQRJYZ5tm3bBplMhkGDBhX5vkSEvn374scff0S3bt2wYsUKuLq64rvvvsPYsWMBAGZmZti6dSuaNGkCU1NTbN26FVu3boWzs3Oh52zfvj2ICP7+/kKZn58fpFIp/Pz8hLKHDx8iKioKHTp0EMqWLFmCzz//HHZ2dvjpp58wZcoUBAQEoG3btnjy5Imw39mzZ9G+fXs8e/YMs2fPxtKlS5GZmYnu3bsXmXgCQGRkpPB+fn5+sLa2LnJfxlglocInazDGWIls3LiRANCFCxeK3MfQ0JCaNm0qvH7x4kWBfc6dO0cAaOvWrULZmjVrCADduXNHKMvNzSUrKyvq16/fW+Pav38/AaC5c+eKykeMGEEA6Pbt20JZz549ycbG5q3ny3tvQ0NDmjhxolBWp04dGjhwIAGguLg4IiLasmULAaDQ0FAiIoqMjCRNTU2aN2+e6Hzh4eEkl8vpu+++IyIipVJJ9erVoy5dupBSqRT2y8zMJBcXF2rTpo1QNmfOHAJAsbGxFBYWRtbW1tS4cWNKSEh45+dgjFUO3ILHGKvQ9PT0RLNpdXR0hH+npaXh6dOncHJygpGREa5duyZsGzRoEORyObZu3SqUnTlzBo8fPxZaBoty+PBhSKVSTJgwQVQ+efJkYXtJSaVSuLu7C611eS11kyZNgkKhEMr9/f1hYWEBR0dHAMC+ffuQk5ODQYMGITExUfgxNDREo0aNhO7XmzdvIiQkBEOGDMHTp0+F/VJSUtCtWzdcunRJaOHMExwcjA4dOsDc3BynT5+GmZlZiT8XY6xi4gSPMVahpaWlQV9fX3idlJSEMWPGwMTEBPr6+jA1NYWZmRmeP3+O5ORkYT9jY2P06dMH27dvB/3/I7e3bduGGjVqoGfPnm99z8jISJibm8PIyEhUXq9ePUilUjx8+LBUn6V9+/a4efMmUlJS4O/vDwMDA7i5uaF169aiBK99+/bCMaGhoQCA+vXrw8zMTPRz9epVJCQkiPYbNWpUgf1WrlwJpVKJp0+fiuLp06cPtLW18d9//8HY2LhUn4kxVjHxLFrGWIX1+PFjJCcnw8HBQSgbOHAgzp07h8mTJ6Np06bQ19eHRCLB4MGDhQkQeYYPH47du3fDz88PrVq1wt69ezFkyBDIZLLy/igAgA4dOiA3Nxfnzp2Dn58f2rZtC6lUivbt2+Pff//FkydPcO/ePWGcHwDhMx09ehSamgW/svNmF+ftt2TJEjRv3rzQ98/fQjdgwABs2rQJmzdvxv/+9z+VfEbGWMXACR5jrMLK617t0aMHgFetd//99x/mzp2LOXPmCPtlZGQgKSmpwPEffPABatasia1btyI+Ph4pKSnv7J4FABsbG/j6+iI5ORmGhoZCeWhoKJRKJWxtbUv1edzc3KCtrQ0/Pz/4+/tjxIgRAF4lfgsXLsTBgweF13nq1q0L4NXMWhcXlyLPnbefvr4+unbtWqx4Fi9eDIVCgQkTJkBPTw9eXl6l+ViMsQqIu2gZYxXSqVOnsGDBAtjZ2WHo0KEAAA0NDQAQulzzrFixokDrHQBoampi6NCh2LNnDzZs2AAHBwe4u7u/87179eoFpVKJX3/9VVSet+zKu7p4iyKTydCyZUvs27cPISEhQiLXunVraGhoYNmyZTAyMkKjRo2EY/r37w8NDQ3Mnz+/wOcGICy70rx5czg4OODnn38u9Akgb862fdPvv/+OYcOGwdvbG7t27SrV52KMVTzcgscYU7vjx48jPDwcOTk5iI+Px6lTp+Dr6wsbGxscOHAA2traAAADAwN4eHhg2bJlyMrKgo2NDQICAnD27FmYmJgUeu7hw4djxYoVOHHiBObOnVuseHr16oVu3bphzpw5iIyMRLNmzXDq1Cns3bsXY8aMQcOGDUv9Wdu3b48ffvgBCoUCbm5uAABdXV00a9YMly5dQs+ePSGVvv6/t729PZYsWYKpU6ciMjISffv2hZGRESIiIrB//34MGjQIc+fOhVQqxYYNG/DBBx/AxcUFI0eOhJWVFWJiYnD27FkQUaHr4UkkEvj4+CAtLQ2ff/45dHV1S53AMsYqEPVO4mWMVWd5y6Tk/chkMrKwsKBu3brRypUrKSUlpcAxMTEx9Omnn1KNGjVIX1+fevbsSWFhYWRjY0Oenp6Fvo+rqysBoPDw8GLHlpaWRpMnT6batWuTlpYW1a1blxYtWkQ5OTmi/Yq7TEqeY8eOEQDq1KmTqHzKlCkEgJYuXVrocf/++y916NCB9PT0SEdHh5ycnOjLL7+koKAg0X43b96kAQMGkKmpKclkMrK2tqb+/fvT0aNHhX3eXCYlT2ZmJn3wwQekra1NJ0+eLPbnYYxVTBKiQtr8GWOsCnFzc4NMJsO5c+fUHQpjjJULHoPHGKvSAgMDcfXq1QKP/mKMsaqMW/AYY1VSUFAQrl27hhUrViA2NhYRERGiRZIZY6wq4xY8xliVtGfPHnh5eSE9PR07duzg5I4xVq1wCx5jjDHGWBXDLXiMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1UMJ3iMMcYYY1WMproDUIfk5GR1h8AYY4wx9k6GhoalOo5b8BhjjDHGqhhO8BhjjDHGqhhO8MpQfHy8ukOoErgeVYvrU/W4TlWP61T1uE5Vq6LXJyd4jDHGGGNVTLWcZFGdvMjKRdjTl8jIVkJHpgFHEwUUWhrqDosxxhhjZYgTvCooI0eJHTfjsf1mPK48TgG9sU0qAVrUNsAnDcwwpIk5DOR8CTDGGGNVDd/dq5jDIYn47vh9PHqeWeh2JQGXH6fg8uMULDkbiQnuVhjXxgoyDe6tZ4wxxqoKvqtXEVm5Skw9Go6hO+8Wmdzl9zwjB/NOPUS7tddwIya1jCNkjDHGWHnhBK8KeJmdiyE77mD9lZhCt9vX0EYrKwPYGmsXuj00MR3dfQLxx6VoEFGh+zDGGGOs8uAu2kouI0eJgduDEBApfjqHplSCUS1q4atWtWFrrBDKo5IzsO1GHP64HIPkjByhPFtJmH78PvwePseaj+vBUJsvDcYYY6yy4rt4JZarJHjvu1cgubM2kmPzABc0tdQvcEwdQ21852GLMS1rY/Z/D7AtULyOz5GQp+jmcwPbBzWAg4lOmcb/phwl4VJUMk4/eI6g+DQkpGUjW6lETV0Z6ugAvRppoaOdEbR4rCBjjDH2TpX2brl48WJIJBKMHz9eKCMizJ07F5aWllAoFPDw8MCdO3fUGGXZ+uH0Qxy8lygqa2Shi/9GNi00uXtTDR0t/NanHjYNcIaBXLxsSmhiOjr/eQP/hT9Tecz5JaVn4yf/R2j4yyX03HwLP/o/wrHQZ7gek4rbcS9w8n4SNt1OwoDtQWiy6jJ+v/gYWbnKMo+LMcYYq8wqZYJ38eJFrFu3Dq6urqLyZcuW4aeffsKqVatw5coV1KxZE926dUNqatWbQHAgOBE/n4sSldU308GBYa6oqScr9nn6upjBb3QzNKmlJypPyczFwL+D8Ov5qDIZl/c8PRszT9xHg18uYcHph4hLy3rnMdEpWZh54gE6rLvOk0IYY4yxt6h0CV5ycjKGDh0KHx8fGBsbC+VEhF9++QXTp09H//790bBhQ2zevBmpqanYvn27GiNWvZiUTHx9MFRUZq4nw54hDWGs0Crx+WyNFTg6ojEGNqopKlcSMPu/CIz5NwTp2bnvFXOeHCVhw9UYNPvtCn6/GI2X2SVvjbv35CV6bAzEluuxKomJMcYYq2oqXYI3evRoDBgwAJ06dRKVR0REIC4uDt27dxfKFAoFOnTogPPnz5d3mGWGiDD+QCievzFBQksqweYBzrAyLHyWbHEotDSwtm89LOhqB6lEvG3X7QR8uOkmolOKt/xKUc4+SEKHddcw+Ug4nqXnFNiuqyXFwEY1sfpjJxz3aoyTo5pgY39n9K9nCIWm+FLNyiV8fSgMy/0ieeYvY4wxlk+lmmSxfv16hIeHY9u2bQW2xcXFAQDMzc1F5ebm5oiOji6X+MrDn1djcepBkqhsdmdbtLY2fO9zSyQS/M+9Dpxr6mLk3mCkZL5utQuMTUO7tdewsJs9hjQ2h0QiecuZxIITXmDOfxE4UcSYvlr6MoxpWRsjmlnAKF8LZPPagLupEkt7OWPOyQj8lW9SyA9nIpFLwPSONiX4pIwxxljVVmkSvJCQEMyYMQMBAQHQ0ip5N2RR4uPj371TKT17ptpJChHPszDL96GorGUtBQbYa6n0czTSB3b1tcbY49F48Pz12Lik9ByMOxCKzVeiMMO9JpxN395iePtJBrbcTsKh8BQoC2lk09GUYHRTE3i5GkNbU4rMlGeITym437Nnz1ADwOxWRmhhIsV3Z+OQkfP6hEvORkKWk46hDY0LHswKUPV1ybhOywLXqepxnapWWdZn/saq0qg0Cd6FCxeQmJiIBg0aCGW5ubnw8/PDH3/8IcyWjY+Ph7W1tbBPfHw8LCwsijyvKirxbVR1fiLCF8dviRIbfZkG/vy0EWoZlb5rtijm5sAZ21rw3ncPx8PEF/Hl2HT03RuJtjaG6OdiBjcrA1gayJCrJDx6nonLj1Ow/+4TXIkueiLEYNeamNPFDrX05cWM51U9epmbw7lOTQz8O0jUwrjwfAKa25ujox0necVR1td9dcR1qnpcp6rHdapaFbk+K02C17dvX7Ro0UJU5uXlBUdHR8yYMQNOTk6wsLCAr68v3NzcAAAZGRnw9/fH8uXL1RGySu0JegL/h+L17pZ+WBfWZZDc5TGQa+LvwQ2w6vxjLDkbifQc8YSIc5HJOJdvDb53aVPHAAu726N5bYNSx9Xa2hB7hjRC3223hEkaSgJG7b2Hs6ObobZB8ZJGxhhjrKqqNAmekZERjIyMRGW6urqoUaMGGjZsCACYOHEiFi1ahPr168PJyQkLFy6Enp4ehgwZoo6QVSY5Iwff+z4QlXW2N8ZnrmX/PwepRIIJbevgYxdTTD4SjpP3k959UCEcTRSY08UOPeuZlGj8XlFa1jGAT39nfLbjDvLaNBNfZsNz910c9mwMuWalmz/EGGOMqUylSfCK49tvv0V6ejrGjRuHpKQktGrVCidOnIC+/tsX/a3oFp15iPg31omTaUiw/EMHlSRKxWVrrMCeIQ1xPOwZfjkXhYtRhQyWK0Rne2OMaWmJbo41IFVxvB84mWBaRxssORsplF2NTsWs/x5g2QcOKn0vxhhjrDKRUDVcYyI5uWTdiqUVHx//3v3zt+LS4LH+umiSwtT21pjZyfa9zvu+whJf4tC9RFx6nIKwxHQ8S8+GllQCY4UW6pvpoI21IXo41oBdDcW7T/YOb6tHJREG/32nwAzdfz9vBA97Ho9XGFVcl0yM61T1uE5Vj+tUtcqrPg0NS7dKRpVqwatqlESYfDhMlNzZGGljUrs66gvq/zma6uCbdtbv3rGMSSUSrOtXDx3X30Dk8wyhfNyBEJz7sgWMtPkSZ4wxVv3wQKUKbFtgXIGZqEs/qAuFlkYRR1RPRgotrO1bD292AEenZGHasXC1xcQYY4ypEyd4FdSzl9mY+1+EqOyjeib4wMlETRFVbK2tDfG1u5WobOetBBy8l6imiBhjjDH14QSvgpp3KkL0OC+FphRLetRVY0QV3wwPW7jU1BGVTT4chqT0bDVFxBhjjKkHJ3gV0JXHKdh8PU5UNqW9dZmueVcVyDWl+KNvfWi+8TDdhBfZ+O74fTVGxRhjjJU/TvAqmBwlYfIR8dgxRxMFxrexKuII9iZXCz1MzjcJZcetBJwI40f0MMYYqz44watg1l+Jwa24NFHZjx868MK9JTC5vXWBrtpvDociOSOniCMYY4yxqoWzhgrk0fMMLDwlnljxSQMzdOT13EpEpiHF733q4Y2eWkSnZGHOfw+KPogxxhirQjjBqyCICJOPhOFF9uvnverLNfBDd3s1RlV5NbXUx9dtxF21m67H4eyD0j1qjTHGGKtMOMGrIPbeeQLfcHHyMb+rHWrpy9UUUeU3raM1HE3ET9L4+lAY0rJy1RQRY4wxVj44wasAEtKyMP2YeKZnG2sDeDarpaaIqgaFlgZW9XYSLYAc+TwDC/J1gzPGGGNVDSd4aqYkwlf7Q5D48vVabTINCVb2coJUInnLkaw4WlsbYkyr2qKydZdjcOFR+TyPmDHGGFMHTvDU7PcLj3Hyvrhrdmp7aziZ6hRxBCupWZ1sYfPGGoIE4H8HQ5GezV21jDHGqiZO8NToenQq5p16KCprY22Ab9pZqyegKkpXpoFfezuKysKfpuN7X55VyxhjrGrSVHcA1dWTF1nw3HMXOUoSyoy0NbG+n/hJDEw1OtoZw6t5LWy8FiuUbbgaC3drQ/RvWLPc4nj2MhuXolJwJ+EF4tOykJ6dCx2ZBqwNtdHIQhet6xjymoeMMcbeGyd4avAyOxdDd95FVHKmqPy3Pk6wMuTHkZWVeV3tcPpBEh4mZQhlXx8MRSMLvTLtEn+RlYu9dxLwd2A8Lj1OwRs5fQG6WlL0rG+KL1pYomUdgzKLiTHGWNXGTQXlLCNHiaE77+Dy4xRRubebJXrVN1VTVNWDgVwTmwY4Q67xuoX0RbYSnrvvIjVT9U+5yM5VwudqDJquuoyvD4bhQtTbk7u8eHbdTkD3jYH4ZNttBMWnvf0AxhhjrBCc4JWj5xk5GPDXbZx+8FxU3sneCIt4QeNy0aSWPpZ8UFdUFvzkJUbsCUZ2rrKIo0qGiHDoXiLc/7iGSUfCkfAi+90HFeLUgyR0XHcd805GIEtFsTHGGKseuIu2nNyMTcOofcEIf5ouKm9orouNA1ygpcG5dnkZ0awWzkcmY3fQE6Hs5P0kjPk3BOvecwzkpahkzPaNwKV8LbRvamCuizZ1DGBXQwFdLQ2kZOYg+MlLnH2QhJjULNG+uQSsOBeFgIfP4TPAGXW4C58xxlgxcIJXxhLSsvDLuSisuxIjmlABAPXNdPDv541gpM2/hvIkkUjwSy8nhD9Lx42Y112g++48QY6SsLZvPSi0NEp0zvCnLzHv5EMcvJdY6HaFphTebpbwal4LdjUUhe6jJMLp+0n4KSAK5/Ot03clOhUd1l3Hur710c2xRoliY4wxVv1wZlFGHialY8rxaPhFhSIrt+DAq1ZWBvh7cAPU0NFSQ3RMV6aBnYMboptPICKfv550cSA4EY+TM/HnJ/VhX0Qi9qaHSen49fxjbL4ei0J+zZBKgM+bWGB6RxtYGrz9sXNSiQRdHGqgc11jHAl9im+PhiM65XWLXlJ6DgbtCMIvPR0xnJ9ywhhjKvMyOxfhT9Px7GU2MnOUyMwlaEol0NGSQqElhbamBnS0pJBKJNDWkqL2O77PKwJO8MqIobYmTkemFXrT92xmgSU96pa4lYipVk09GQ4Md0XvLTfx6PnrGc3XY1LRbu01jG9jhS9b1i6QhBMRrkanYv2VGOwNSij0dwwAPRxrYG4XOzjX1C1RXBKJBD3rmaJNHUN8tT8Ex8OeCduU9Op5ujGpWZjWwRoSftoJY4yVSnxaFrbeiMPRkKe4HpOKd8yBE3g2s8DKXk5lGpsqVJoEb/Hixdi3bx9CQkIgl8vRunVrLF68GA0bNhT2ISLMmzcP69atQ1JSElq1aoXff/8dDRo0KPd4jRVaaGKuwLW412PurAzlWNyjLnrzbNkKw8ZIG4c9G2Pg9iAEP3kplL/MVmKZ3yP8HBCF1nUM4GSqAy0NCWJSsnA1OgWx+cbKvamZpT7md7VDO1uj94qtho4W/h7cAL+ef4z5pyJEM3CXnI1E4ossLPvQgR9pxxhjJfA8PRuLz0bC52osst+1tEEhktJVv+pCWag0I/vPnDmDsWPH4vz58zh16hQ0NTXRtWtXPHv2unVj2bJl+Omnn7Bq1SpcuXIFNWvWRLdu3ZCamqqWmDtZv2q5sTPWxuIedXF5bAtO7iqgOobaOD6yCT6qZ1JgW46SEBCZDJ9rsVh7OQYH7yUWmdzZGmtjY39nnBzV5L2TuzxSiQQT29bBlk9doJ1vAeQ/r8Zi0uEwKKnkX1CMMVYdnY1IQsvVV7H2ckypkjsAeJycgecZFT/JkxBVzrtDWloaDA0N8e+//6J3794gIlhaWmL8+PGYOXMmACA9PR01a9bEjz/+iDFjxgjHJieXz4Pm70REI1vbAI0t9Lgr7T3Ex8fD3Ny8zN+HiLAtMB5zT0bg6cviL21Sz1QHE9paYUDDmpCV4Wzoi4+SMXjHnQJfLJ83McevvZ2K3ZJXXvVZnXCdqh7XqepV9zpRYMzzAAAgAElEQVRddzka04/fL3I9UltjbVgZyKHQkkJLQ4pcJSE9W4n07Fyk5yiRnq1EjpLgZqWPPz9xLrf6NDQ0LNVxlaaLNr/U1FQolUoYGxsDACIiIhAXF4fu3bsL+ygUCnTo0AHnz58XJXjlxVRHE+bm+uX+vqx0JBIJhjW1QF8XU2y4Gou/AuMQlm9ZmzwKTSm6OtTAZ43N8YFTjXLpJm1tbYijIxrj4623RGvrbQuMRy4Bv/V2ggY/5o4xxgpYEfCowLPfAcDaSI6vWlmhn4spLPQr/sSJkqi0Cd6ECRPQpEkTtGnTBgAQFxcHAAWyaXNzc0RHRxd5nvj4+DKL8c3uY1Z66qjHzxxkGFy3DqJSsnEnMROJ6TnIziXUUGjA1lAGF1NtyDQkAHLwJCGh3OKqAWBTz9rwPBSFJy9zhfK/b8Yj7cVLLOlU653r+PF1qXpcp6rHdap61bVOdwU/xzw/8b1eAuDLZib4qmmNV8//fvkc8S8LP74oZVmfqmgZrJQJ3qRJkxAQEICAgABoaLzfTNSybl6tzs3hqqSuerSwANwq2GQpc3PgqJkpem+5JRoPeDA8FTK5NtYWY7Fmvi5Vj+tU9bhOVa+61enZB0mY6y9O7hSaUmz+1AXdVbCmaEWuz0ozySLPN998g7///hunTp2Cvf3rx3tZWFgAKNgiFx8fL2xjrKpwMNHBYc/GqG0gE5XvvfMEI/bcRWYOP9qMMVa9xaVmYtS+e6KlrBSaUuwd2kglyV1FV6kSvAkTJgjJXf369UXb7OzsYGFhAV9fX6EsIyMD/v7+cHd3L+9QGStz9jUUOOzZGFaG4nEjh+49xdCdd/AyO7eIIxljrGpTEmHMvyFIfGPCnATA+k/qw92mdJMWKptKk+CNGzcOGzduxPbt22FsbIy4uDjExcUhLe3Vo6YkEgkmTpyIpUuXYt++fQgKCsKIESOgp6eHIUOGqDl6xsqGrfGrJM/aSJzk/Xc/CZ9uD0JqZsWfys8YY6q2+XoszkY8F5VN72iDXtVoqbISJXhr167F8+fP371jGVi9ejVSU1PRpUsX1KpVS/j58ccfhX2+/fZbfPPNNxg3bhxatGiB2NhYnDhxAvr6PJOVVV02Rto4OqIJHE3Ej1Y7F5mMfttu41kJlnxhjLHKLiYlE7N9I0Rl7W0NMaW9tZoiUo8SrYMnlUohl8vRq1cvDBs2DB999BE0NSvfPI3yWgevuq85pCpcj8WTkJaFfn/dxp34F6LyujUU2D2kofBsXa5P1eM6VT2uU9WrLnU6dn8Itt98PR5fV0uK81+1gI2Rtkrfp6Kvg1eiFrzAwED873//w6VLl9C3b1/UqlUL48ePx6VLl0r15owx1ampJ8Oh4a5obilusb7/LB3dfAJxKap8/mPDGGPqcisuDX/fFE+2nN3FTuXJXWVQogTP1dUVy5YtQ2RkJP777z/07t0b27Ztg7u7O+rVq4eFCxciIiLi3SdijJUJY4UW/hnWCO3yDSJ++jIbvbfcgs/VGFTSh9cwxthbERG+P/EAb37D1TfTwagWlmqLSZ1KNclCIpGgc+fO8PHxQXx8PHbs2AE7OzvMmTMHDg4OaN++PTZs2ICMjAxVx8sYewcDuSb2Dm2EgY1qisqzcgmTjoTj29NxeJHFM2wZY1WLb3gS/B6K5wnM72r/znVBq6r3nkV7+fJl+Pr64tKlSyAiNGrUCJmZmfD29oa9vT38/PxUESdjrATkmlKs7VsP0zoUHFR8ICwFHuuv41p0ihoiY4wx1ctVEmb/90BU1tHOCN0cjNUUkfqVKsG7d+8eZs6cCTs7O3h4eODAgQMYOXIkbty4gcDAQFy+fBnXr1+Hubk5vvzyS1XHzBgrBolEgu88bLGxvzP0ZOInvoQ9TUd3n0AsPBXBiyIzxiq9/cFPcO/J62eNSQAs6GYPSTk8J7yiKlGC98svv6BFixZo0KABfv75Z7Rs2RIHDhxAdHQ0fvrpJzRu3FjYt0mTJpg4cSJCQ0NVHjRjrPj6NTDDqS+aor6Zjqg8l4AfA6LQdu01nAyvns+oZIxVfkSEnwOiRGWfNqoJVws9NUVUMZQowZs0aRLkcjlWr16N2NhY7Ny5Ez179izyebAtWrTArFmzVBIoY6z0nEx18N+ophjetOBj+8KfpqP/9iB8vusOHj3ncbOMscrFNzwJQW8sDyUBqt2ad4Up0SJ2oaGhcHBwKPb+DRo0QIMGDUocFGNM9fRkGvi1txPaWWhgtv8TxKVlibYfuvcUJ8OTMKFtHfyvjRV0ZYX/x40xxiqSFQGPRK97O5vCyVSniL2rjxK14JUkuWOMVUwdrfVw4avm8GpeC/lHp6TnKLHkbCTcfr+CnbfioeQlVRhjFdj5yGRciBJPGJvUto6aoqlY3tqCN3/+/BKfUCKRcLcsYxWcsUILK3o6YnhTC0w9Go6r0ami7TGpWRjzbwjWXo7B4h72aFWnejycmzFWufxyTjz2rrO9MZpY8uNJgXc8qkwqLfkkW4lEgtzcir3GFj+qrHLhelSt/PWpJMJfgfGYdzICiUU8t/aTBmaY28UO1tVwNfji4GtU9bhOVa+q1Wn405do8ftVUdmh4a5oZ2tULu9fqR9VplQqS/xT0ZM7xpiYVCLBsKYWuDbeDRPcrSDTKLiswL47T+D2+xUsOBWB1MwcNUTJGGNiG67Gil43s9RHWxvubchT7Ca67Oxs+Pn5ISwsrCzjYYypiaG2JuZ1tcelr1qgd33TAtszcwk/BUSh1eqrOBHGy6owxtTnRVYu/gqME5WNbmlZrde9y6/YCZ6Ghga6du2KEydOlGU8jDE1s6uhwNaBLjg03LXQdaRiUrMw8O8gfLU/BM/TC+/SZYyxsrT7dgJSMl/3GJroaKGvi5kaI6p4ip3gSaVS2NraIjU19d07M8YqvXa2Rjj9RVP81scJ5nqyAtv/vhmP1muu4WjIUzVExxirrogI66/GiMqGN7WAtuZ7P321SilRbUyYMAHr1q1DQkJCWcXDGKtANKQSfN7EAlfHtcAEdyvkf2Z3XFoWPtt5B9OOhSMrlx95xhgrexejUnDnjYWNpRLAq3ktNUZUMZVooeMXL15AR0cHDg4O6NevH+zt7aFQKET7SCQSTJ06VaVBMsbUS1/+anzex85mGHcgBMFvPPMRANZejsGVx6nYOMAZNjzTljFWhtZfEbfefeBkwjP8C/HWZVLyK86yKbxMymtVbUq6unA9qtb71mdmjhLL/R9hRcAj5Ob79jDU1sTqj53Qs17BSRpVGV+jqsd1qnpVoU7jUjPRcOVl5Chff/n8M7QROtU1LvdYKvoyKSVqwYuIiCjVmzDGqg65phTfd7LFh0414LU3GI+eZwrbkjNyMHTnXXzTtg6+72QLjfx9uowx9h42X48TJXcOJgp0tC+fde8qmxIleDY2NmUVB2Oskmle2wB+3s0w9kAojuSbaLHiXBRuxqZhQ//6MFZoqSlCxlhVkp2rxKbr4rXvvmhhCSkvjVIonnLCGCs1I4UW/hrogoXd7KGZr7Xu1IMkeKy/gdtxaWqKjjFWlRwOeYrY1Czhta6WFJ81rtxdzmWpxAleUFAQRo8ejebNm8PBwQH29vain7p165ZFnCWyevVq2NnZQVtbG82bN4e/v7+6Q2KsypJIJBjfxgqHPV1hkW85lcjnGejuE4jdt3nmPWPs/eSfXDHQ1RyG2iXqiKxWSpTgBQQEwM3NDQcOHIClpSUePHgAe3t7WFpaIjIyEnp6eujQoUNZxVosO3fuxIQJEzBjxgzcuHED7u7u+PDDD/Ho0SO1xsVYVdeqjiHOeDdF6zoGovL0HCW8/7mH747fRzYvpcIYK4W7CS9wLlI8QfKLFpZqiqZyKFGCN2vWLNjY2CAkJAQbN24EAMyYMQMBAQHw9/dHVFQUPvvsszIJtLh+/vlnjBgxAt7e3nB2dsaqVatQq1YtrFmzRq1xMVYdWOjLcWC4K7zdCn7xrrkUjb7bbuPJi6xCjmSMsaJtyLewsbu1IRqY66opmsqhRAne1atXMWrUKBgaGgpLpuQtieLu7g5vb2/MmjVL9VEWU1ZWFq5du4bu3buLyrt3747z58+rKSrGqheZhhTLP3TA732cINcQj8s7F5kMj/XXcT2an4jDGCue5Iwc7LgZLyor7D+RTKxECZ5EIoGR0avpyLq6rzLnp09fz55zcnJCUFCQCsMrmcTEROTm5hZYl8bc3BxxcXFFHMUYKwtDm1jgmFcTWBnIReXRKVn4cFMgNl+PRQmW4WSMVVM7bsXjRfbr4R0WejL0qm+ixogqhxKNTrSzs8ODBw8AAHK5HHZ2dvD19cXgwYMBAP7+/jAxqVyVHh8f/+6dSunZs2dldu7qhOtRtcqzPi01gF19rTDxvxhcjkkXyjNzCRMOheGfWzGY38Ec5rqVeykVvkZVj+tU9SpjnRIR1l6MEpV9Wk8fzxKfqCmi18qyPlWxgHKJErzu3btj165dWLx4MQDA29sbM2bMwMOHD0FEOHPmDKZNm/beQZWWqakpNDQ0CiRt8fHxsLCwKPSYsl6FurKvGl5RcD2qVnnWpzmAIyMtMee/B/j9YrRo25lHL9BrdyRmd7aDZzMLaGlU3pWb+BpVPa5T1atsdXr2QRIePH89bldTKsG4Dg4w15e/5ajyU5Hrs0TfpjNmzMCuXbuQnZ0NAJg2bRoWLFiAZ8+eISUlBXPnzsX8+fPLJNDikMlkaN68OXx9fUXlvr6+cHd3V1NUjDFNqQQ/dK+L9f3qQ6Ep/tpJyczFlKPhaLXmKv658wS5Su62ZYy9si7f0ii965vCooIkdxVdiVrwjI2N0bx5c+G1RCLBzJkzMXPmTJUHVlqTJk3CsGHD0LJlS7Rt2xZ//PEHYmJi8OWXX6o7NMaqvU8b1UQzS32MOxCCi1Epom0PnmXAa28wrAzkGNrEHAMbmcO+hjYkJVilXkmEpPQcJKRlITUzF1oaEsg0pDDQ1oClvpwfncZYJRKVnIGjoeKn5HzhVktN0VQ+pV4hMCwsDAkJCWjYsGGpH4RbFgYNGoSnT59i4cKFiI2NRcOGDXHkyBF+zBpjFURdEwUOezbG2svRWHj6IV5mi9fGe5ySiaV+j7DU7xEs9GRobW0Ae2MFaurJYKTQRHYuIStXiWcvsxGbmoWY1EzEpmYhPjULiS+zRc+pfJOWVIKGFrpwtzZEr/qmaFXHgB9xxFgFtu5yDN78c3ap+ervlxWPhEo4jW379u2YPn06oqNfjaXx9fVF586dkZiYCHd3dyxcuBADBw4sk2BVJTk5+d07qUB8fHyF7p+vLLgeVasi1WdsaiaWno3E1htxyC3nnlkHEwW+alUbw5paQPaeY/8qUp1WFVynqleZ6jQtKxcuKy4iJTNXKFvZyxGezSpOC1551WdpG9FK9K22d+9efP7553B2dsby5ctFSxyYmprC2dkZ/9fencfVlP9/AH/dltut7m3fKJU2RJE9OyGRfSSRaBjLMJjxtYwhY4aZMYZhZjD8rGUZO+GLDFkzskWSNUV7Wm+Llvv5/eHbHadbqdy63Xo/Hw+Ph/s5557zPp+7vfucz7J79+4aBUIIaXyaiDTwq6cDrk/vCJ+2pjL982rTszf5+Or0M3T64xbOlLkNRAhRrD33kjjJnaGWOrycTBQYkfKp1rfpypUr0b9/f5w9exZ+fn4y27t06YKIiAi5BUcIaRxaGGth4/AWiP6yK9YOtkPv5nrQUq9ZsqejoQpbA010aCpC2yZCtDLWgpFWxdOwxGYWwHv/Q3x2NBo5b4tregmEEDkpkTBs/oc74n5yhybQVFdVUETKqVp98B49eoS1a9dWuN3ExASpqYqfm4YQopx0BWrw79gU/h2boqhEgohEMSKTc5EsLkRKLnfghJCviiYiPprqaKCJiA8zkQZMtNUr/BFIzS3EtdgsHI9KQ3B0mkxfvQMPUnA3IQf7vFvDzlCrLi6XEFKOM0/fICajQPqYr8qjlStqoFoJnra2NsRicYXbnz9/DiMjo48OihBC1FVV0NFCBx0tdORyPGNtPkY4GmOEozESc97ilytx2HE7kdP37+mbfAzaEYFDPm3QrqlILuclhFTPxjLzZY5uYwJTIV9B0Sivat0D6devH3bu3InCQtnFwhMSErB161a4u7vLLThCCKkNTUQaWDPYHn9PcYGjCbe1Li2vCJ677+NSTIaCoiOk8boem4VrsdyBkDO7mCsoGuVWrQSvdOqRjh07YuPGjeDxeDh9+jQWLVoEJycnqKioICAgoLZiJYQQuWrXRITzn7rIdN4WF5ZgzN5IXHpBSR4hdemny7Gcx72b68HJTKigaJRbtRI8BwcHXLt2DWZmZli+fDkYY1i7di1Wr16Ndu3a4erVq7C0tKytWAkhRO601FXx54gWmNPNglNeWMIw/kAU7iXmKCgyQhqX67FZuBSTySlb0ItyipqqVh+8s2fPYuDAgTh37hwyMjLw7NkzSCQS2NjYwNjYuLZiJISQWsXj8fBtfxsYaalj6fkYaXlpS97Zye1gY6CpwAgJafjKtt71stZDdys9BUWj/KrVgufh4QELCwv85z//watXr9CpUyd06dKFkjtCSIMwu1szfD/AhlOWmluEUXseID2vSEFREdLwhcXJtt4t7E2tdx+jWgnesWPH0L17d/zxxx9wcXGBs7Mz1qxZg4SEhA8/mRBClMAsVwt84cq9Xfsy4906uRUtg0YIqTnGGL678JJT1tNal1rvPlK1Erxhw4bhwIEDSE5OxtatW2FsbIxFixbBysoKAwcORFBQEPLy8morVkIIqRPf9m+OcW25SxBdisnEspAXCoqIEPlLFhfiWFQqvr/4El+eeoqvTj/FqtCXOP4oFcli2dkyasuJ6DRcj+OOnF3Yi9aP/1jV6oNXSiQSwd/fH/7+/oiPj8fevXuxZ88e+Pn5YcaMGRg5ciT8/Pzg5uYm73gJIaTW8Xg8rPe0x8v0fIS9ypaWb/wnHs5NhPB2Vo71PAkpizGGv59nYOONeITGZKCiRmkegK6WOpjUvglGtjb+6PWaK5JfVIJlITGcsv62+uhhTa13H+ujX7GSkhIUFRXh7du3YIxBU1MT58+fx4ABA+Di4oLIyEh5xEkIIXWKr6qCXWMcYa7DnWB17smniEyueMJ3QuqrF5mF8Nx9H5/sjcSFFxUndwDAAITFZWPascfo8Hs4DkemcNafl5cfL8UiNvPfVStUecDKgbZyP09jVKMELysrC1u3bkXv3r1hY2ODFStWwNHREUePHkVCQgJev36NI0eOIDMzE5MnT5Z3zIQQUidMhHwEebWGQO3fr8qCYgkmHoxCVgGtW0uUA2MM224lYPihlzKTCFfFq6y3+PRINAZuv4c78fKbNuhuQg5+D3vNKZvSqSlaGNNSgfJQrVu0x44dQ1BQEE6fPo2CggJ06tQJ69evx7hx42BgYMDZd8SIEUhLS8PMmTPlGjAhhNQll6YirB1ih5nHn0jLXqQXYNaJJ9g9phV4PJ4CoyOkckUlEnx5+hkC7yaVu93JTBu9rPVgpScAAxCbUYBrcVmISJRtpQ6Pz0H/7XcxvbM5lvS1hja//HWfqyL7bTH8Dz/iLBVorsPHN32ta3xMwlWtBG/UqFEwNzfHnDlz4Ofnh5YtW1a6v7OzM8aPH/9RARJCiKL5tDXDP6+ysevOvz+SwdFp+P1GPGaXGXFLSH2RX1SCSYce4ezTdJltbrb6+KavNVwqWHP52Zs8bP4nHjvvJHFGj0vYu76oJx+nYd1ge7jZGZT7/MpIGMOsE08Qk1HAKf9lsD1EGjUaGkDKwWPVuKl+/vx5uLm5Kf1frFlZ1W+ironk5GSYmlJn7I9F9ShfVJ81U1AsgfuOe5yWDVUeEDyxLWwFBVSnckbv049TVCLBhANRMsmdkK+KXwbbwcvJpEq/5c/e5GFpSAz+++RNudvHOpvgh4G2MNBSr1JcjDEsOfcCG/+J55RP7tAE64bYV+kY9UVdvUd1dXVr9Lxq9cHr37+/0id3hBBSEwI1Fez6pBV0Bf+2MJQwwP/wI6TmUX88Un9IGMPnJ57IJHcWInWc/7QdxjqbVvm33M5QC/u8W+OwTxs009WQ2f7X/RR03ngLh6owCKNEwrDgzHOZ5M7RRBurBtpU8CxSU7Uz7pkQQhoga31N/DmiBacsSVyIr/5OpEmQSb3AGMPX517gwIMUTnkrYy3sG26JlsbaNTqum50BwmZ0xIwu5iibGqblFWHKkWh47r6Pi88zICkn0XuUkoshuyKwNZy7MIKpkI/93q2hqV7z/nykfHSzmxBCqmGQgyG+7N4Ma6+9kpb9k5CHVRdfYplbcwVGRgiw7VYiNpdpIbPSE+DoBCfw8jIreFbVCPmq+MHdFqNbG+OLk08QlcJd2OBabBauxT6Aha4GejfXg7WeAPlFEtx8nY2r5Yze1ROo4a9xrWGpJ/iouEj5KMEjhJBq+rqvNcLjs3Hl5b8/WmuvvUInCx14tDBUXGCkUQuLy8Kis885ZaZCPo5NcIKZSAPJclpoqqOFDkKntseG66+x+nIsCku4LXavs95iz73kSo/RRMTH4fFOcDSpWYsi+TC6RUsIIdWkpsLDtlGtYCbkToI8/fhjvMzIV1BUpDFLyH4Lv4NRnK4CQr4qDo9vg+YGmnI/H19VBfN7WuLqtA7oa1O9VScG2hkgdGp7Su5qmVIkeOnp6Zg9ezZatmwJTU1NNGvWDDNmzMCbN9xRPRkZGfD19YWuri50dXXh6+uLzMyPa5ImhJDymAj52D66FVTf65CUVVAMv0OPUFAsUVxgpNEpKpFg0qFHSMkt4pRvHN4CbUyFtXpuByMtHJ3gjLOT22JMG2NoqFY8eKNdEyECvRzx17jWMC3zxxGRP6W4RZuQkID4+HisXr0ajo6OiI+Px8yZMzFu3DicO3dOup+Pjw/i4uJw5swZAMCUKVPg6+uL4OBgRYVOCGnAulnpYnl/GywNeSEti0gUY+GZZ1jv6aDAyEhjsvpyHG6+zuaUze/RDMNaGdVZDF2a6aJLM138WliCm6+y8TAlF2m5RRCoq6CpDh89rfRqpSWRVKxa8+DVJ6dPn4anpycyMzOho6ODR48ewdHREVevXkX37t0BAFevXkXPnj0RHR2NFi3+HflG8+ApF6pH+aL6lC/GGMYG3cW5GO7M/78OscekDk0UFJXyo/dp1YTFZWHIrgjOurL9bfXx17g2UFXhtqZRncpXg5oHrz7Jzs6GhoYGtLTerVkXFhYGoVCIbt26Sffp3r07tLW1cf36dUWFSQhp4Hg8Hlb1NoONAXck4Jenn+L04/InhyVEHrIKijHtWDQnuTMV8vHnyJYyyR1pfJTiFm1ZmZmZWLp0KaZOnQo1tXeXkJSUBGNjY87kjTweDyYmJkhKKn8NPuBdBl5b0tNll4ch1Uf1KF9Un/JXlJuFdf1MMfZYHAqK3/3aShgw+VAUdno2Q3szujVVXfQ+/bD/XEhEXOZbTtmqXiYozklHco7s/lSn8lWb9SmPlkGFJnjffPMNVq5cWek+Fy9eRJ8+faSPxWIxhg4dCnNzc6xevfqjY6jt5lVqDpcPqkf5ovqUv1amptimqg3fA1HSFpW3JQwzzibg2AQntKtgzU9SMXqfVuxwZApOPOX2u5vexRyjO1a+IgTVqXzV5/pUaII3d+5cTJgwodJ9LC0tpf8Xi8UYPHgwAODkyZMQCP69JWJmZobU1FQwxqSteIwxpKSkwMzMrBaiJ4QQriEtjLB2sD3mnnoqLcssKMawwPvY790G3axq1peGkPe9yirAvPfeYwDgaKKF5TTRNnmPQhM8IyMjGBlVbZRPTk4OPDw8wBjDmTNnIBRyh367urpCLBYjLCxM2g8vLCwMubm5nH55hBBSmyZ1aIIkcSF+vBQrLct+W4LRex5g9xhHDLA3UGB0RNmVSBimHX2M7Lcl0jINVR62jmwFgZrSdqsntUAp3g05OTkYOHAgMjIysHPnTuTm5iIpKQlJSUkoLCwEALRq1QqDBg3CtGnTEBYWhrCwMEybNg2enp6cEbSEEFLbFvayxNxuzThl+cUSjN0fiZ8vx5a7VichVbHh+itcj+POBBHg1hytTWnSYMKlFAne7du3cePGDURFRcHBwQFNmjSR/nt/hOzevXvRtm1buLu7w93dHW3btkVgYKACIyeENEY8Hg/L+zfHsn7WnHIJA1aGxmLM3kgkiwsVExxRWncTcrAyNJZT1s9GH9O7mCsoIlKfKcUo2j59+qAq0/Xp6+sjKCioDiIihJAP+7KHJUQaaljw32d4/xvs7+cZ6Ph7OP7TyxLTOptDg26tkQ/ILSzB1KPRnKXIDDTVsHG4A1R4NCUKkUXfKoQQUoumdmqKw+PbwFBLnVOeU1iCZedj0GXTLWz6Jx6ZBcUKipAog29CXuDZG+46xxuGOsBMpKGgiEh9RwkeIYTUsn62Brj8WXt0baYjs+1lRgEWn30Ox3U38NnRaByOTEFmflE5RyGN1cnoNOy4ncgp82tvBs+WdbcUGVE+SnGLlhBClJ25jgZO+rXF1vAE/HgpFlllWuzyiiQ48CAFBx6kQIUHOJpoo31TETqYi+DSVARHE22oNZLVCcSFJYh+U4An+ZlQU+HBUEsdzfUFUFdtfG0Sr7IKMOvEE06ZrYEmVg20VVBERFlQgkcIIXVETYWHGV3M4eVkglWhL7HrThKnT1UpCQMik3MRmZyL3XffrcSjqaaCtk2EcPlf0udqqQtznYZzey4iUYxDkSkIeZaOx6l5KFsr6io8dDQXYZCDIbzbmsJUyFdInHWpWMLw2ZFozu17NRUeto5sCW2+qgIjI8qAEjxCCKljhlrq+GWwPRb0ssLuO4nYeScR8dmVj6rNL5bgxqts3Hj17+oFrYy10N/OAMNbGaGDuYizVKMyYIzh/AndgNkAACAASURBVLMM/HwlDjdfZ1e6b5GEIexVNsJeZeO7iy8xxskEC3tZwlq/4S4D99OlWIS94tbLsn7WaG9Oq6KQD+OxqgxPbWCysrI+vJMcJCcn1+tlTJQF1aN8UX3K38fWabGE4Z9XWTj3NB3nnqbjUWpetY/hYKQJn7Zm8HUxkxnQUR+9SM/Hl6eeIjQms8bH4KvysKCXFeZ0s2hwt28vx2RieOB9Tkumm60+Dvq0qfGoWfrsy1dd1aeubs1WwKEErxbRh0k+qB7li+pT/uRdpxn5RbibkIPb8Tm4kyDGnYScKs+bp6Wugkntm2CWqwWa1sNbuEUlEmy4/ho/X4lDQbGk3H14ACx11NFUVxPFEobX2W+RmFPx9TuZaeP3oS3Qtomwwn2USVpuIXpuucO5ZlOhOq5O6wBj7ZrfmqbPvnzV9wSPbtESQkg9o6+pjn62Buhn+25ZM8YYEnIK3yV88TkIi8tCeHw2yum+h7wiCTb+E4//u5WA6Z3N8VVPS+gK6sdXfVxmAfwPP8Kt+Jxyt/e10cOEdmbob2eAgqw3nB/PV1kFOPHo3WjSstOFPEjKxYDtd7FmsB0mujSp1WuobcUShk+PRHOSOx6AP0e0/KjkjjQ+9eNTTwghpEI8Hg/mOhow19HAsFbvpsbIzC/CxReZOBSZgrNP02UGaxSWMGwIe429Ecn4pq81JrY3U+iEuP99/AYzjj8ud76/XtZ6WDGgOdo1+bdvWUGZGy3NdAX4vKsFpnc2x4EHKfgm5AXe5P07nUxhCcMXwU9xP1GMVe624CvpLdvl52Nwqcxt63ndm6GPjb6CIiLKSjk/AYQQ0sjpaapjZGtj7BnbGtHzumBF/+YwK2dkaVpeEeaeeorBOyPwJK36ffs+VlGJBN+ce4Fxfz2USe4MtdSxeUQLHPd14iR3lVFV4WFcW1P8M6MDPmljLLP9/24lYvSeBzLT0CiDQ5Ep+P3Ga06ZazMdLO5jpaCIiDKjBI8QQpSckTYfX3RrhntfdMa6IXZoKpJN9G68ykaPP29jzZU4FJWU3/dN3l5nFWDIrvsySQsAuNsb4ObMjvB2Nq3R6F8jbT7+b1QrbBvVEppllnq78jILnrsjlGq93zvxOZhdZr67piI+do1xbHADSEjdoHcNIYQ0EAI1FUzu0BThn3fCot5WMolPYQnD9xdfos//3cXdhPL7wclLyNN09NpyR2b6EzUVHr7r3xz7vFvLZbTv6DYmOOffDpZ63AElD5Jy4b7jHmLS8yt4Zv0Rk54Pr32RyH9v0ImGKg+BXo4waQTz/ZHaQQkeIYQ0MNp8VSzqbYXwzzvC3d5AZvvD5Fy4bbuLJeeeQ1xYItdzF0sYvrsQgzH7IpGez71NaqGjgdN+bTG7WzO59gd0MhMidEp7dLbgLgX3MqMAA3fcQ0SiWG7nkrc3eUX4ZG8k0vK4y9OtGWyPDuayS9sRUlWU4BFCSANloSvAfu/W2DaqpUxrmYQBf9yIR9dNt3D2yRu5nO9pWh48d0Xgl6uvZLYNtHu3Hm/nctbjlQcDLXUc83XCQDtuQpuaWwTPXRG48rLm8+3Vluy3xRi7LxLPy7QyzuveDL4uZgqKijQUlOARQkgDxuPxMLqNCW7O7AgvJxOZ7a+z3mLs/ofw2huJqJTcGp2jqESCX6+9Qo8/b3NW2gAAFR4Q0M8a+8e1hkEtT8Cspa6KPWMd4e3Mvc6cwhJ8sucBTkan1er5qyPnbTHG7ImUmTLGy8kES/tZKyYo0qBQgkcIIY2AoZY6toxsiYPj2sBCV3YC5HPP0tHjz9uYfiwa9xKr1j+vqESCwLtJ6PjHLSz/OwZvS7hTtZgJ+Tjh64x5PSzrbIoWdVUVbBzeArNdLTjlb0sYJh6MQtC9pDqJozI5b4sxZm8k/inTP7GntS5+H+ag0OlsSMNB8+ARQkgjMsDeADdmdMSqiy+x+WY8Z7JkCQP230/B/vspaN9UBC8nE/Rqrgd7Q03pSM7cwhI8SBLj/LN07H+QgtdZb8s9z0A7A/w+zEEhgwRUeDx8N8AGRlrqCPg7RlouYcCsE0+QnleE2a4WClm7N0VcCO/9D3GnzCCXjuYiBHm1Vtr5+0j9QwkeIYQ0MkK+Kla528LL2QSLzjyXua0KAHcScqRJiCoP0BWoQcJQ7kTF79PXVMNPg2wxpo2JQhKo983p3gz6WmqYe/IpJ5Fddj4GLzMK8NMg2zqdguRJWh4+2fsAcZncpLhDUxEOj3eqNyuOkIaB/lQghJBGql0TEf47qS32jHWEg5FmhfuVMCA9v7jS5E5dhYfJHZrgnxkd4eVUs7ntasNElybYNcYRfFVuPNtvJ+KTvZHIzC+q4JnyFfI0HQO335NJ7to3FeHwBEruiPxRgkcIIY0Yj8fDkBZGuD69IwK9HOFmW70lsd7NvdcEd2Z3wroh9vVy3rahLY1wyMcJIr4qp/xSTCb6/t9d3KlgbVx5KCqRYFnIC4zZFymTILvZ6uO4rxP0KLkjtYDeVYQQQqCmwsPQlkYY2tIILzPyERz9BpdjMvAgKRdJ760IocIDLPUE6GQuQl9bfQxpYaQUrU+9muvhrH87jN0XiVfv9RuM+d9cecv6WWOWq4VcBzhEJIox79RTmf52AODrYoa1g+1olQpSa+r/p5IQQkidstbXxGxXC+lI1LfFEmQVFENNhQeRhqrSJiWOJtq4MMUFE/6K4oxgLZYwLDsfg+NRaVjtYfvREwxn5BdhVWgstt1K4PT9A94lyEv7WmNu92b15jY2aZiU7lPKGIOHhwd4PB4OHTrE2ZaRkQFfX1/o6upCV1cXvr6+yMysf5NbEkKIMtFQU4GJkA8DLXWlTe5KGWvzcXyiM6Z0bCKz7XZCDty23cO0Y9GITK7+6hfx2W+x5NxzOK2/ia3hssmduQ4fp/zaYl4PS0ruSK1Tuha8X375BSoq5X/B+Pj4IC4uDmfOnAEATJkyBb6+vggODq7LEAkhhNRjAjUVrBlsjz42+ph14olM37i/7qfgr/spcG2mA592Zuhvp48mItm5AyWMIS6zABeeZyA4Og1XXmahuGxW9z9DWxphvad9rU/2TEgppUrwwsPDsX79ety+fRumpqacbY8ePcKZM2dw9epVuLq6AgD+/PNP9OzZE48fP0aLFi0UETIhhJB6yrOlEVyairDwzDOcjJZdri3sVTbC/jeFjJmQD2t9AXQFamAMSMsrwpO0vA+u5dtcX4CfBtlhYDlrAhNSm5QmwcvJyYGPjw+2bNkCExPZ5XbCwsIgFArRrVs3aVn37t2hra2N69evU4JHCCFEhrmOBoK8WuPSiwwsOvscj1Lzyt0vSVzIGWzyISba6pjZ1QLTu5hDoKbct7WJclKaBG/69OkYNGgQPDw8yt2elJQEY2NjTr8GHo8HExMTJCVVvDRNcnKy3GMtlZ6eXmvHbkyoHuWL6lP+qE7lr67rtKU2cGiEBS68FCPoYSb+SSg/0fsQe30+fNvoY4SDDjTUVJD1JhVZco61puh9Kl+1WZ9l71LWhEITvG+++QYrV66sdJ+LFy/i1atXiIiIwK1bt+QegzwqUZHHbyyoHuWL6lP+qE7lTxF16tsE8HUFolNzcfRhKi48z8D9JLHMOruldDRU0dpEGwPsDeDZ0ggORlp1HHH10PtUvupzfSo0wZs7dy4mTJhQ6T6WlpbYuXMnoqKiIBQKOdvGjh0LV1dXXL16FWZmZkhNTQVjTNqKxxhDSkoKzMzMau0aCCGENDwtjbWxuI82FvexRmGJBK8y3+J1dgFyCyUAAJGGKmwNNNFExKcRsaReUmiCZ2RkBCMjow/ut3LlSsyfP59T5uTkhDVr1mD48OEAAFdXV4jFYoSFhUn74YWFhSE3N5fTL48QQgipDr6qCmwNNWFrWPFyboTUN0rRB8/c3Bzm5uYy5c2aNYONjQ0AoFWrVhg0aBCmTZuGLVu2AACmTZsGT09PGmBBCCGEkEalQQ3t2bt3L9q2bQt3d3e4u7ujbdu2CAwMVHRYhBBCCCF1iscYK7/naAOWlVVfxjQRQgghhFRMV1e3Rs9rUC14hBBCCCGEEjxCCCGEkAanUd6iJYQQQghpyKgFjxBCCCGkgaEEjyi1SZMmwdPTU9FhkEZg+fLlaNOmjaLDIGXQd4B8hIaGgsfjIS0tTdGhEDlp0AleY/jgb9myBX379oWenh54PB5evnxZJ+edNGkSeDwePv30U5ltCxcuBI/Hq9d1P2fOHHTs2BECgQDW1taKDqdS9aWulanOqkIR3w9HjhyBu7u7dN3s0NDQOjt3amoqZs6cCWtra2hoaMDU1BRubm4ICQmR63l27twps+pQQ1Lea1j6Gf3uu+84+1LSVLHExET4+PigZcuWUFVVxaRJk6p9DPqNr1yDTvCURXFxMWraFTIvLw8DBw7E8uXL5RtUFTRr1gwHDhxAbm6utKy4uBi7d++GpaXlRx+/sLDwo49REYlEAj8/P0ycOLHWziFPtV3XVaFsdVYfla6ss3bt2jo/9+jRo3Hz5k1s27YNT548wcmTJ+Hh4YE3b97UeSzKoKioqNzyil5DgUCAn3/+GampqXURntKo6Hv87du3MDIywqJFi9ClS5c6jqpuKeo3vtEkeOHh4Rg4cCCMjIygo6ODHj16ICwsjLMPj8fDli1bMGbMGGhra8PGxgZBQUHS7S9fvgSPx8OtW7dknnfo0CHp40WLFqFFixbQ1NSEtbU1FixYgIKCAun20ls9O3fuhK2tLTQ0NBAYGAhDQ0O8ffuWc+zx48dj2LBhFV7X3LlzsXjxYvTo0aNG9fIxnJ2dYW9vjwMHDkjLTp06BYFAgD59+nD2rWr9//HHHxg1ahS0tbXx9ddfAwCio6MxbNgw6OrqQigUwtXVFQ8ePOA8d/369TA3N4e+vj4mT56MvLy8SmP/7bffMHv2bDg4OHxEDdQdeda1v7+/zF+9EokElpaWlSYeylZn1VFeS0Blt2QvX74MdXV1JCUlccqXLFkCZ2fnCs/j6+uLgIAAeHh4fHzQ1ZCZmYkrV67gxx9/hJubG6ysrNCpUyfMnz8f3t7e0v0KCwuxcOFCWFhYQEtLC506dcLZs2el20tbpE6ePIl27dpBIBCgQ4cOuH37tnT75MmTkZubCx6PBx6PJ/1hquqx//vf/6JDhw7Q1NREz5498fr1a1y6dAlt27aFUCiEp6dnuUnp999/D1NTUwiFQkyePBn5+fnSbYwxrF69Gra2ttDU1ISTk1O53+379u1Dv379oKmpiT///LPcuqzoNezbty+sra1lWvHKunz5Mrp06QKBQABTU1PMmzdPmgRt2bIFpqamKCkp4TzHx8eH8zsQHByMDh06QCAQoHnz5liyZAknkbK2tsaKFSswadIkiEQiNGvWDH/99RcyMzPh7e0NoVAIe3t7nDt3Tia+GzdulPvalrp+/Tp69+4NLS0tmJubY8aMGcjOzpZu79OnD2bMmIH58+fD2NgY3bt3L7cerK2tsWHDBkyaNAkGBgaV1llV0G+8rEaT4OXk5MDX1xdXrlzBzZs30a5dOwwePFjmi2LFihUYPnw4IiIiMHbsWPj7+yMuLq5a59LW1sb27dvx6NEjbNy4Efv378fKlSs5+8TExGDv3r04ePAgIiIiMHLkSEgkEhw/fly6T1ZWFo4ePVrurbn64tNPP8X27dulj7dv347JkyfLLL5d1fr/9ttvMXjwYDx48ACff/45EhIS0KNHD/B4PISEhODOnTv4/PPPOV+AV65cQWRkJM6fP4+//voLR48exfr162v3whVAXnU9depUnDlzBomJidLnhISEICkpCb6+vnVzMUquV69esLW1xe7du6VlEokEu3fvrpefV6FQCKFQiBMnTnB+iMqaPHkyLl26hL179yIyMhJ+fn4YOnQoIiIiOPvNnz8fP/30E27dugUbGxt4enoiLy8P3bp1w6+//gotLS0kJiYiMTFRuo54VY8dEBCAX3/9Ff/88w8yMjIwduxYrFixAlu2bEFoaCgePnwo05px6dIlRERE4O+//8bhw4dx7tw5LFy4ULr9m2++wbZt2/DHH38gKioKixcvxrRp03Dq1CnOcRYvXoyZM2ciKioKI0aMqFYdq6io4Mcff8TmzZvx/PnzcveJj4+Hh4cHXFxccPfuXWzbtg379u3D4sWLAQBjxoxBVlYW57a5WCzG8ePHMWHCBADA2bNnMX78eMyaNQsPHz7E9u3bcejQIekfxKV+/fVXdO7cGXfu3IGXlxf8/Pzg4+ODwYMH4969e+jVqxcmTJgg836o6LUFgAcPHmDgwIEYNmwYIiIicOTIEdy7dw/+/v6cYwQFBYExhitXrnA+I7WJfuPLwRowPz8/NmTIkHK3SSQSZmZmxgIDA6VlANiiRYukj4uKipimpqZ0n5iYGAaAhYeHc44FgB08eLDCODZt2sRsbW2ljwMCApiamhpLSkri7Pf5558zd3d36eONGzcyU1NTVlRU9MFrDQ8PZwBYTEzMB/eVh9K6TU9PZwKBgD158oQlJiYyPp/PYmNjK617xiqu/1mzZnH2+/rrr5mlpSV7+/ZthXFYWFiw4uJiadmUKVOYm5tbla7j559/ZlZWVlXaV1Fqo65bt27NfvjhB+ljLy8vNnr06CrFowx1VhXv11t5dRgQEMBat25d4eOff/6ZtWzZUvr49OnTjM/ns7S0tA+eOzU1lQFgFy9e/MirqLpDhw4xfX19pqGhwbp27cq++uorduPGDen2Z8+eMR6Px2JjYznPGz58OJsxYwZjjLGLFy8yACwoKEi6PScnh+nq6rKtW7cyxhjbsWMH09bW5hyjOsc+c+aMdPtvv/3GALDbt29Ly8q+Dn5+fkxXV5fl5ORIywIDAxmfz2disZiJxWImEAjY5cuXOeeeM2cO8/DwYIz9+92+Zs2aD1Wj1Puv4fvvnz59+rCxY8dyrik1NZUx9u77zM7OjpWUlEiPs2PHDsbn81lubi5jjLGRI0eyCRMmcK5FR0eH5efnM8YY69mzJ1uxYgUnlqNHjzJtbW0mkUgYY4xZWVkxb29v6facnBwGgM2ePVtaVvb3rCqvra+vL/P39+ec++7duwwAS05OZowx1rt3b+bk5FTlemSMsSFDhjA/P79qPYcx+o3/kEbTgpeSkoJp06bBwcEBurq6EIlESElJkcnc37+9oqamBmNjY6SkpFTrXIcOHUKPHj1gZmYGoVCIefPmyZzHwsICpqamnLKpU6ciJCQEr1+/BvCuhcbPzw9qamrVOn9d0tfXx8iRI7F9+3bs2rULffr0KbdPWFXrv2PHjpzHd+/eRY8ePcDn8yuMwdHREaqqqtLHTZs2rfZrpgzkWddTp07Fjh07AADp6ek4fvx4vWx5qs/8/Pzw4sULXL9+HcC7z+uIESNgaGio4MjKN3r0aCQkJCA4OBgeHh64fv06unbtilWrVgEA7ty5A8YYHB0dpS1+QqEQp06dkmmRcnV1lf5fKBTCyckJUVFRFZ67Osd+/zu49DvSycmJU1b28+3s7MwZ2OHq6orCwkI8f/4cUVFRKCgowKBBgzjn3rRpk8y5y37/1MRPP/2EgwcPytzaBIBHjx6ha9euUFH596e3R48eKCwsxLNnzwAAEyZMwLFjx6StZnv27MHo0aMhEAgAALdv38bKlSs51+Lj44Pc3FxOl4H361EoFEJLS0umHgHI1GVlr+3t27cRFBTEOXfpLdj367JDhw7VqTK5oN94WfU3c5AzPz8/JCcnY926ddJRZG5ubjIdQNXV1TmPeTweJBIJAEg/lOy9zpJlO+LeuHED3t7eCAgIwLp166Cnp4cTJ05Ib1OU0tbWlomxbdu2aN++PXbu3IkRI0bg1q1bnP4B9ZW/vz/8/PwgFAqxYsWKcvepav2XVy8fUtlr1tDIq659fX2xcOFCXL16FXfv3oWxsTHc3d3r6jLqHRUVFZlO0BV1si9lbGyMYcOGYfv27WjRogVOnDiB4ODg2gzzowkEAgwYMAADBgzAsmXLMGXKFCxfvhzz58+HRCIBj8dDeHi4zGdKU1Pzo85bnWO/v720+0HZsup8vkv3DQ4OlvmDqGwsNfn+Katz584YPXo0FixYgKVLl1b5eaXXOmTIEKipqeH48eNwc3PD+fPnOX0VJRIJAgICMGbMGJljGBsbS/9f3vdieXVb3bqcMmUK5s2bJ7PN3Nxc+n951GN10W+8rEaT4F29ehUbNmzAkCFDAADJycmcPkhVUfrhef959+7d4+xz7do1mJubcz7YsbGxVT7H1KlTsXr1aqSlpaF79+5o0aJFtWJUBDc3N/D5fKSlpVXYb6Wm9e/i4oKgoCAUFhZW2orXWMirrg0MDDBq1Chs374dd+/ehZ+fH6dVobExNjaW+SyXfVyeqVOn4pNPPoGNjQ3MzMzQv3//2gqxVjg6OqK4uBgFBQVwcXEBYwxJSUno27dvpc+7ceMGbGxsALwbVRoZGSkdXc3n82UGCVTn2DXx4MED5ObmSn9Ub9y4AT6fD1tbW0gkEmhoaCA2Nhb9+vWT+7nLs2rVKjg6OuLMmTOc8latWuHAgQOQSCTSz9vVq1elsQKAhoYGxowZgz179iAtLQ1mZmacgVTt27dHdHQ07OzsaiX2yl7b9u3b4+HDh7V27o9Bv/GyGk2C5+DggKCgIHTp0gW5ublYsGBBtRMGTU1NdO3aFT/99BNsbW2RlZUl7Rz7/nni4+OxZ88euLq64uzZs9i3b1+VzzFu3Dh8+eWX2LRpEzZv3vzB/ZOSkpCUlIQnT54AAKKiopCZmQlLS0u5jEyqCh6Ph/v374MxBg0NjXL3qWn9z5w5E5s3b4aXlxeWLFkCfX19hIeHo1WrVmjXrl2NY3727BnEYjESEhJQWFgo/RA7OjrW60RSnnU9depUDBo0CEVFRTh8+PAHz62sdVYV/fr1w+rVq7F9+3b06tULR44cwbVr12BhYVHp8wYMGABDQ0N8++23WLRo0QeT5PT0dMTFxSEzMxPAuzrV09ODmZkZzMzM5HY9Zb158wZjxoyBv78/nJ2dIRKJcOvWLaxevRpubm7Q0dGBjo4Oxo8fj0mTJuGXX35B+/btkZ6ejtDQUNjY2GDUqFHS433//fcwNjZG06ZNsWLFCvD5fPj4+AB4NzqyoKAAISEhcHFxgZaWFhwcHKp87JooLi6Gv78/li1bhoSEBCxatAhTp06VJnzz58/H/PnzwRhDr169IBaLcePGDaioqOCzzz6r1rnKew3T09M5oyPt7Ozw2WefyQz2mjlzJn799VfMnDkTc+bMwYsXL7Bo0SLMmjULWlpa0v0mTJgANzc3xMTEYNy4cZz31bJly+Dp6QkrKyt4eXlBTU0NkZGRuHnzJlavXl3tuiurstd24cKF6Nq1K6ZPn45p06ZBJBIhOjoawcHBFY46rkzpd0h2djZUVFRw79498Pl8ODo6VvtY9Btfjir31lNCvr6+bPjw4Ywxxu7du8c6d+7MBAIBs7GxYbt372atW7dmAQEB0v1RTkdKKysr9vPPP0sfR0VFsW7dujFNTU3Wpk0bdvnyZZnnLVq0iBkZGTFtbW02cuRItnHjRvZ+VZftJFzW5MmTmUgkYmKx+IPXGBAQwADI/NuxY8cHn/sxPtSxv+z2mtY/Y4xFRkYyDw8Ppq2tzYRCIXN1dWUPHjyoMI4P1S9j7zoCl1dvdTVIpTpqo64Ze9cJ2cbGhvXt27dKcShTnVXF+98PjL1735iZmTEdHR02Y8YMtnjx4koHWZT69ttvGY/Hq1I97Nixo9w6LPvayFtBQQFbvHgx69ixI9PT02OamprMzs6OzZs3j71580a6X2FhIQsICGDNmzdn6urqzNTUlA0dOpTdunWLMfZvR/zjx48zJycnxufzmYuLC7t58ybnfNOnT2eGhoaca6vqsUsHJDDG2MGDB1nZn6lNmzYxQ0ND6ePS9/+3337LjI2Nmba2Nps4caJ00AJj797rGzZsYK1atWJ8Pp8ZGRmx/v37s3PnzjHGKu5cX56KXkN7e3vOfsnJyUwoFMpc06VLl1jnzp0Zn89nJiYmbO7cuaygoIDzXIlEwqysrBgAFhERIRPD2bNnWY8ePZimpiYTiUSsQ4cO7LfffpNuL/u7xRhj2tranN+F/Px8BoAFBwczxqr+2oaHhzN3d3cmEomYlpYWa9OmDVu6dKl0e+/evdnnn3/+wXpkjJVbj9UZwEW/8ZXj/e+iG6SBAwfC1tYWmzZtUnQo1eLh4QELCwts3bpV0aGQBiw/Px/m5ub47bffMH78eEWHU+fk9f0wY8YMPHv2TO4rQtRHoaGh6Nu3L1JTU2FkZKTocEgjR7/xlWuQt2jT0tJw7do1XLp0CdOnT1d0OFWWkZGBK1eu4Ny5czJzQxEiLxKJBGlpaVi/fj00NTXh5eWl6JDqlLy+H7KyshAVFYXdu3dzJqAmhNQu+o2vmgaZ4Hl5eeHp06dYsGABRo4cqehwqszFxQXp6elYtWoVLWpOak1cXByaN28OCwsL7NixQ2ZUWUMnr++H4cOH4+bNm/j000+lHbsJIbWPfuOrpkHfoiWEEEIIaYwa77wIhBBCCCENFCV4hBBCCCENDCV4hBBCCCENDCV4hBAiJxKJBF9//TUsLS2hoqJS4WojhBBS2yjBI4TUCzt37gSPx5P+EwgEaNq0Kdzd3bFhwwbk5OQoOsQP2rt3L3744QcMGzYMu3btKnfNTkIIqQsNcpoUQojyWr58OWxtbVFUVISkpCSEhoZi7ty5WLt2LU6cOAFnZ2dFh1ih0NBQ6Ovr4/fff1d0KISQRo4SPEJIveLu7o6uXbtKHy9evBgXLlyAp6cnhg0bhkePHkFTU1OBEVYsJSUFOjo6ig6j2nJzc6XrthJCGga6RUsIqff69euHpUuXIjY2FkFBQdLy+/fvY/LkybC1mZAYOQAABvVJREFUtYVAIICRkRG8vb0RFxcn3efp06fg8XhYu3atzHHv378PHo/3waWO8vLy8J///AeWlpbQ0NCAvb09fvzxR0gkEgDAy5cvwePxEBwcjNjYWOlt5tDQ0HKPt2TJEqirqyMlJUVm25dffgmBQCBdzB4Azp07h969e0MoFEIoFGLQoEHShdqrUxfAv7fCL1y4gC+++AKmpqYQCoWVXj8hRPlQgkcIUQq+vr4A3iU7pUJCQvD48WNMnDgRv/32G6ZMmYIzZ86gT58+yMvLAwDY29vD1dWVkxiWCgoKAp/Px9ixYys8L2MMI0aMwJo1azBgwACsW7cOzs7OWLx4MWbOnAkAMDY2RmBgINq1awcjIyMEBgYiMDAQrVq1KveYfn5+KC4uxv79+znlJSUl2L9/P4YOHQo9PT0A7/r1DRo0CAKBAD/88AOWL1+OFy9eoGfPnoiOjq5WXbxv9uzZuHPnDpYsWYIVK1ZUeP2EECXFCCGkHtixYwcDwMLCwircR1dXl7m4uEgf5+bmyuxz7do1BoAFBgZKyzZt2sQAsIcPH0rLSkpKmIWFBRs5cmSlcR0/fpwBYMuXL+eUT5o0iQFgDx48kJYNGTKEWVlZVXq8Ul26dGGdOnXilJ09e5YBYMePH2eMMSYWi5m+vj6bPHkyZ7/09HRmbGzMxo0bJy2ral2U1nPnzp1ZUVFRlWIlhCgfasEjhCgNoVDIGU2rpaUl/b9YLMabN2/g4OAAPT093L59W7pt7Nix0NDQQGBgoLQsNDQUr1+/lrYMVuTUqVNQUVHBnDlzOOVfffWVdHtN+Pn5ITw8HI8fP5aWBQUFwdDQEB4eHgDetcplZGTAx8cHaWlp0n8lJSXo2bMnLl68KH1uVeui1NSpU6GmRt2wCWmoKMEjhCgNsVgMkUgkfZyRkYFp06bB0NAQIpEIRkZGMDY2RmZmJrKysqT76evrY9iwYdi7dy/Y/5bfDgoKgoGBAYYMGVLpOWNjY2Fqaiq9ZVqqRYsWUFFRwcuXL2t0Ld7e3tDQ0JDeOs7Ly8PRo0fh7e0NdXV1AMCTJ08AAAMGDICxsTHn35EjRzh9+KpaF6VsbW1rFDchRDnQn2+EEKXw+vVrZGVlwc7OTlrm5eWFa9eu4auvvoKLiwtEIhF4PB68vb2lAyBKTZw4EQcPHsTly5fRpUsXHD58GD4+PuDz+XV9KQDeJZ2enp7Ys2cPVqxYgWPHjkEsFnNaFEuvYefOnTA3N6/0eNWpCwD1diQyIUQ+KMEjhCiF0tur7u7uAN61WJ0/fx7Lly9HQECAdL+CggJkZGTIPH/QoEEwMTFBYGAgkpOTkZ2d/cHbswBgZWWFkJAQZGVlQVdXV1r+5MkTSCQSWFtb1/ia/Pz8cPjwYVy7dg1BQUFwcHBAly5dpNtLW9mMjY3Rv3//Co9T3boghDR8dIuWEFLvXbhwAd999x2aN2+O8ePHAwBUVVUBQHrLtdS6devKbbFSU1PD+PHjcejQIWzbtg12dnbo1q3bB8/t6ekJiUSCDRs2cMpLp1350C3eynh4eMDExARr165FSEiITMLp7u4OPT09rFq1CoWFhTLPT01NBVD9uiCENHzUgkcIqVfOnj2LZ8+eobi4GMnJybhw4QJCQkJgZWWFEydOQCAQAAB0dHTQp08frF69GoWFhbCyssLVq1dx6dIlGBoalnvsiRMnYt26dTh37hyWL19epXg8PT0xYMAABAQEIDY2Fu3bt8eFCxdw+PBhTJs2DW3atKnxtaqpqWHcuHFYv349eDweJkyYwNmuo6ODzZs3Y/z48XBxccG4ceNgamqKuLg4nDlzBq1bt8bOnTtrVBeEkAZOwaN4CSGEMfbv9B2l//h8PjMzM2MDBgxg69evZ9nZ2TLPSUhIYGPGjGEGBgZMJBKxIUOGsKdPnzIrKyvm5+dX7nmcnZ0ZAPbs2bMqxyYWi9lXX33FzM3Nmbq6OrO1tWWrVq1ixcXFnP2qM01KqTt37jAArGfPnhXuc/nyZTZo0CCmp6fHBAIBs7GxYb6+vuz69evSfapaF1WZjoYQovx4jJVp0yeEkAasU6dO4PP5uHbtmqJDAQA8fPgQbdq0wZYtWzB16lRFh0MIaSCoDx4hpNG4d+8ebt26BT8/P0WHIrV161ZoamrCy8tL0aEQQhoQ6oNHCGnwIiMjcfv2baxbtw4mJiYyfd0UITg4GI8ePcKmTZvw2WefcUboEkLIx6IEjxDS4B06dAgrVqyAvb099u/fz1n1QVFmz56N5ORkuLu74/vvv1d0OISQBob64BFCCCGENDDUB48QQgghpIGhBI8QQgghpIGhBI8QQgghpIGhBI8QQgghpIGhBI8QQgghpIGhBI8QQgghpIH5f/3bSTMneePBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from fbprophet.plot import add_changepoints_to_plot\n",
    "\n",
    "fig = m.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pulling JFC stock data...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = psed.plot_disclosures(disclosure_type=\"substantial acquisitions\")\n",
    "cp = add_changepoints_to_plot(fig.gca(), m, forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pm-prophet (under development)\n",
    "* https://github.com/luke14free/pm-prophet#installing-pm-prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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